Datasets
Models
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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "IqM-T1RTzY6C"
+ },
+ "source": [
+ "To run this, press \"*Runtime*\" and press \"*Run all*\" on a **free** Tesla T4 Google Colab instance!\n",
+ "<div class=\"align-center\">\n",
+ " <a href=\"https://github.com/unslothai/unsloth\"><img src=\"https://github.com/unslothai/unsloth/raw/main/images/unsloth%20new%20logo.png\" width=\"115\"></a>\n",
+ " <a href=\"https://discord.gg/u54VK8m8tk\"><img src=\"https://github.com/unslothai/unsloth/raw/main/images/Discord button.png\" width=\"145\"></a>\n",
+ " <a href=\"https://ko-fi.com/unsloth\"><img src=\"https://github.com/unslothai/unsloth/raw/main/images/Kofi button.png\" width=\"145\"></a></a> Join Discord if you need help + support us if you can!\n",
+ "</div>\n",
+ "\n",
+ "To install Unsloth on your own computer, follow the installation instructions on our Github page [here](https://github.com/unslothai/unsloth#installation-instructions---conda).\n",
+ "\n",
+ "You will learn how to do [data prep](#Data), how to [train](#Train), how to [run the model](#Inference), & [how to save it](#Save) (eg for Llama.cpp).\n",
+ "\n",
+ "**[NEW] Llama-3 8b is trained on a crazy 15 trillion tokens! Llama-2 was 2 trillion.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "id": "2eSvM9zX_2d3"
+ },
+ "outputs": [],
+ "source": [
+ "%%capture\n",
+ "import torch\n",
+ "major_version, minor_version = torch.cuda.get_device_capability()\n",
+ "# Must install separately since Colab has torch 2.2.1, which breaks packages\n",
+ "!pip install \"unsloth[colab-new] @ git+https://github.com/unslothai/unsloth.git\"\n",
+ "if major_version >= 8:\n",
+ " # Use this for new GPUs like Ampere, Hopper GPUs (RTX 30xx, RTX 40xx, A100, H100, L40)\n",
+ " !pip install --no-deps packaging ninja einops flash-attn xformers trl peft accelerate bitsandbytes\n",
+ "else:\n",
+ " # Use this for older GPUs (V100, Tesla T4, RTX 20xx)\n",
+ " !pip install --no-deps xformers trl peft accelerate bitsandbytes\n",
+ "pass\n",
+ "# Llama 3 Video Tutorial https://www.youtube.com/watch?v=aQmoog_s8HE"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "r2v_X2fA0Df5"
+ },
+ "source": [
+ "* We support Llama, Mistral, CodeLlama, TinyLlama, Vicuna, Open Hermes etc\n",
+ "* And Yi, Qwen ([llamafied](https://huggingface.co/models?sort=trending&search=qwen+llama)), Deepseek, all Llama, Mistral derived archs.\n",
+ "* We support 16bit LoRA or 4bit QLoRA. Both 2x faster.\n",
+ "* `max_seq_length` can be set to anything, since we do automatic RoPE Scaling via [kaiokendev's](https://kaiokendev.github.io/til) method.\n",
+ "* [**NEW**] With [PR 26037](https://github.com/huggingface/transformers/pull/26037), we support downloading 4bit models **4x faster**! [Our repo](https://huggingface.co/unsloth) has Llama, Mistral 4bit models."
+ ]
+ },
+ {
+ "cell_type": "code",
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+ "metadata": {
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+ "outputId": "ecec9211-6d9c-4215-dcae-92e5695e6a1f"
+ },
+ "outputs": [
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "config.json: 0%| | 0.00/701 [00:00<?, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
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+ "model_id": "e1e7f41af2f74c28ae88cffb9ba1a583"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "==((====))== Unsloth: Fast Llama patching release 2024.4\n",
+ " \\\\ /| GPU: NVIDIA A100-SXM4-40GB. Max memory: 39.564 GB. Platform = Linux.\n",
+ "O^O/ \\_/ \\ Pytorch: 2.2.1+cu121. CUDA = 8.0. CUDA Toolkit = 12.1.\n",
+ "\\ / Bfloat16 = TRUE. Xformers = 0.0.26.post1. FA = True.\n",
+ " \"-____-\" Free Apache license: http://github.com/unslothai/unsloth\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "model.safetensors.index.json: 0%| | 0.00/23.9k [00:00<?, ?B/s]"
+ ],
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+ "model_id": "c204ebc5fe924816b6a2fadb25c62ecd"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "Downloading shards: 0%| | 0/4 [00:00<?, ?it/s]"
+ ],
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+ }
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+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
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+ ],
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+ },
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+ },
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+ "data": {
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+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "Loading checkpoint shards: 0%| | 0/4 [00:00<?, ?it/s]"
+ ],
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+ }
+ },
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+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
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+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
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+ ],
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+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "tokenizer.json: 0%| | 0.00/9.09M [00:00<?, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "b046453831654a28b11d5a8f49469fed"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "special_tokens_map.json: 0%| | 0.00/444 [00:00<?, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "d05db2d9e6f94543865ebfbe5f8c4a38"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n",
+ "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n"
+ ]
+ }
+ ],
+ "source": [
+ "from unsloth import FastLanguageModel\n",
+ "import torch\n",
+ "max_seq_length = 2048 # Choose any! We auto support RoPE Scaling internally!\n",
+ "dtype = None # None for auto detection. Float16 for Tesla T4, V100, Bfloat16 for Ampere+\n",
+ "load_in_4bit = False # Use 4bit quantization to reduce memory usage. Can be False.\n",
+ "\n",
+ "# 4bit pre quantized models we support for 4x faster downloading + no OOMs.\n",
+ "# fourbit_models = [\n",
+ "# \"unsloth/mistral-7b-bnb-4bit\",\n",
+ "# \"unsloth/mistral-7b-instruct-v0.2-bnb-4bit\",\n",
+ "# \"unsloth/llama-2-7b-bnb-4bit\",\n",
+ "# \"unsloth/gemma-7b-bnb-4bit\",\n",
+ "# \"unsloth/gemma-7b-it-bnb-4bit\", # Instruct version of Gemma 7b\n",
+ "# \"unsloth/gemma-2b-bnb-4bit\",\n",
+ "# \"unsloth/gemma-2b-it-bnb-4bit\", # Instruct version of Gemma 2b\n",
+ "# \"unsloth/llama-3-8b-bnb-4bit\", # [NEW] 15 Trillion token Llama-3\n",
+ "# ] # More models at https://huggingface.co/unsloth\n",
+ "\n",
+ "model, tokenizer = FastLanguageModel.from_pretrained(\n",
+ " model_name = \"NousResearch/Hermes-2-Pro-Llama-3-8B\",\n",
+ " max_seq_length = max_seq_length,\n",
+ " dtype = dtype,\n",
+ " load_in_4bit = load_in_4bit,\n",
+ " token = \"hf_\", # use one if using gated models like meta-llama/Llama-2-7b-hf\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "SXd9bTZd1aaL"
+ },
+ "source": [
+ "We now add LoRA adapters so we only need to update 1 to 10% of all parameters!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 0
+ },
+ "id": "6bZsfBuZDeCL",
+ "outputId": "02e65c9c-4449-404e-8e99-504b98449d66"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "Unsloth 2024.4 patched 32 layers with 32 QKV layers, 32 O layers and 32 MLP layers.\n"
+ ]
+ }
+ ],
+ "source": [
+ "model = FastLanguageModel.get_peft_model(\n",
+ " model,\n",
+ " r = 1, # Choose any number > 0 ! Suggested 8, 16, 32, 64, 128\n",
+ " target_modules = [\"q_proj\", \"k_proj\", \"v_proj\", \"o_proj\",\n",
+ " \"gate_proj\", \"up_proj\", \"down_proj\",],\n",
+ " lora_alpha = 5,\n",
+ " lora_dropout = 0, # Supports any, but = 0 is optimized\n",
+ " bias = \"none\", # Supports any, but = \"none\" is optimized\n",
+ " # [NEW] \"unsloth\" uses 30% less VRAM, fits 2x larger batch sizes!\n",
+ " use_gradient_checkpointing = \"unsloth\", # True or \"unsloth\" for very long context\n",
+ " random_state = 3407,\n",
+ " use_rslora = False, # We support rank stabilized LoRA\n",
+ " loftq_config = None, # And LoftQ\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "vITh0KVJ10qX"
+ },
+ "source": [
+ "<a name=\"Data\"></a>\n",
+ "### Data Prep\n",
+ "We now use the Alpaca dataset from [yahma](https://huggingface.co/datasets/yahma/alpaca-cleaned), which is a filtered version of 52K of the original [Alpaca dataset](https://crfm.stanford.edu/2023/03/13/alpaca.html). You can replace this code section with your own data prep.\n",
+ "\n",
+ "**[NOTE]** To train only on completions (ignoring the user's input) read TRL's docs [here](https://huggingface.co/docs/trl/sft_trainer#train-on-completions-only).\n",
+ "\n",
+ "**[NOTE]** Remember to add the **EOS_TOKEN** to the tokenized output!! Otherwise you'll get infinite generations!\n",
+ "\n",
+ "If you want to use the `ChatML` template for ShareGPT datasets, try our conversational [notebook](https://colab.research.google.com/drive/1Aau3lgPzeZKQ-98h69CCu1UJcvIBLmy2?usp=sharing).\n",
+ "\n",
+ "For text completions like novel writing, try this [notebook](https://colab.research.google.com/drive/1ef-tab5bhkvWmBOObepl1WgJvfvSzn5Q?usp=sharing)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 430,
+ "referenced_widgets": [
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+ ]
+ },
+ "id": "LjY75GoYUCB8",
+ "outputId": "bc006038-ec7c-4e4b-9047-b9c80f250edf"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "/usr/local/lib/python3.10/dist-packages/datasets/load.py:1486: FutureWarning: The repository for zjunlp/Mol-Instructions contains custom code which must be executed to correctly load the dataset. You can inspect the repository content at https://hf.co/datasets/zjunlp/Mol-Instructions\n",
+ "You can avoid this message in future by passing the argument `trust_remote_code=True`.\n",
+ "Passing `trust_remote_code=True` will be mandatory to load this dataset from the next major release of `datasets`.\n",
+ " warnings.warn(\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "Downloading builder script: 0%| | 0.00/7.34k [00:00<?, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "b55fc171c5184b0cbc087a93e659bdc9"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "Downloading readme: 0%| | 0.00/19.6k [00:00<?, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "e5b6e9f8d0d84660ac5a1aade543e91c"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "Downloading data: 0%| | 0.00/73.2M [00:00<?, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "74368e1d4f1643758e47cd090c5e1a3b"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "Generating description_guided_molecule_design split: 0 examples [00:00, ? examples/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "12d3b69ffb7445d289ab6408253eef99"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "Generating forward_reaction_prediction split: 0 examples [00:00, ? examples/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "8b1d0d880e864bbbaac08eda070b6409"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "Generating molecular_description_generation split: 0 examples [00:00, ? examples/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "0866820dd77b44fe9e30113fc122c286"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "Generating property_prediction split: 0 examples [00:00, ? examples/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "bdc143433db845a2ad958fbf28010536"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "Generating reagent_prediction split: 0 examples [00:00, ? examples/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "0cf79b97991342aeb905bd4f2a1667b9"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "Generating retrosynthesis split: 0 examples [00:00, ? examples/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "7bd780d23f704afaa359d303ff44aaba"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "Map: 0%| | 0/298319 [00:00<?, ? examples/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "de9beb72398f42d089e2d5e2b46aa88f"
+ }
+ },
+ "metadata": {}
+ }
+ ],
+ "source": [
+ "alpaca_prompt = \"\"\"Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\n",
+ "\n",
+ "### Instruction:\n",
+ "{}\n",
+ "\n",
+ "### Input:\n",
+ "{}\n",
+ "\n",
+ "### Response:\n",
+ "{}\"\"\"\n",
+ "\n",
+ "EOS_TOKEN = tokenizer.eos_token # Must add EOS_TOKEN\n",
+ "def formatting_prompts_func(examples):\n",
+ " instructions = examples[\"instruction\"]\n",
+ " inputs = examples[\"input\"]\n",
+ " outputs = examples[\"output\"]\n",
+ " texts = []\n",
+ " for instruction, input, output in zip(instructions, inputs, outputs):\n",
+ " # Must add EOS_TOKEN, otherwise your generation will go on forever!\n",
+ " text = alpaca_prompt.format(instruction, input, output) + EOS_TOKEN\n",
+ " texts.append(text)\n",
+ " return { \"text\" : texts, }\n",
+ "pass\n",
+ "\n",
+ "from datasets import load_dataset\n",
+ "dataset = load_dataset(\"zjunlp/Mol-Instructions\", \"Molecule-oriented Instructions\", split=\"description_guided_molecule_design\")\n",
+ "dataset = dataset.map(formatting_prompts_func, batched = True,)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "idAEIeSQ3xdS"
+ },
+ "source": [
+ "<a name=\"Train\"></a>\n",
+ "### Train the model\n",
+ "Now let's use Huggingface TRL's `SFTTrainer`! More docs here: [TRL SFT docs](https://huggingface.co/docs/trl/sft_trainer). We do 60 steps to speed things up, but you can set `num_train_epochs=1` for a full run, and turn off `max_steps=None`. We also support TRL's `DPOTrainer`!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 124,
+ "referenced_widgets": [
+ "c1620a1dea1141709375c0cdea3fa0f2",
+ "b7ca7133f7a740a6b415bcc7ba293c08",
+ "eb392a288ff8428a9741aae1868c73f8",
+ "27b530fea36344aaaf6f302af6f2aba3",
+ "2207de6faa984eb293faa1a115495af6",
+ "b20af4776fff47e8be73c7a7338977e5",
+ "a6b9abbfd5f84d4e87641ae7d9b17a56",
+ "de4f9607c43843f1bd4915aa82672aec",
+ "9ff69d4962294e7485955b7ccfcd9a0f",
+ "635c4062af1c4e7bbc491ebef00f35d3",
+ "254c62bd1c0643b49690081d9e19230a"
+ ]
+ },
+ "id": "95_Nn-89DhsL",
+ "outputId": "d199dc52-6630-46ff-e845-d23507e92faf"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "/usr/local/lib/python3.10/dist-packages/multiprocess/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
+ " self.pid = os.fork()\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "Map (num_proc=2): 0%| | 0/298319 [00:00<?, ? examples/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "c1620a1dea1141709375c0cdea3fa0f2"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "max_steps is given, it will override any value given in num_train_epochs\n"
+ ]
+ }
+ ],
+ "source": [
+ "from trl import SFTTrainer\n",
+ "from transformers import TrainingArguments\n",
+ "\n",
+ "trainer = SFTTrainer(\n",
+ " model = model,\n",
+ " tokenizer = tokenizer,\n",
+ " train_dataset = dataset,\n",
+ " dataset_text_field = \"text\",\n",
+ " max_seq_length = max_seq_length,\n",
+ " dataset_num_proc = 2,\n",
+ " packing = False, # Can make training 5x faster for short sequences.\n",
+ " args = TrainingArguments(\n",
+ " per_device_train_batch_size = 2,\n",
+ " gradient_accumulation_steps = 4,\n",
+ " warmup_steps = 5,\n",
+ " max_steps = 400,\n",
+ " learning_rate = 2e-4,\n",
+ " fp16 = not torch.cuda.is_bf16_supported(),\n",
+ " bf16 = torch.cuda.is_bf16_supported(),\n",
+ " logging_steps = 1,\n",
+ " optim = \"adamw_8bit\",\n",
+ " weight_decay = 0.01,\n",
+ " lr_scheduler_type = \"linear\",\n",
+ " seed = 3407,\n",
+ " output_dir = \"outputs\",\n",
+ " ),\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 0
+ },
+ "id": "2ejIt2xSNKKp",
+ "outputId": "0b44e533-f80a-4476-855a-dc17873cfec2"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "GPU = NVIDIA A100-SXM4-40GB. Max memory = 39.564 GB.\n",
+ "15.098 GB of memory reserved.\n"
+ ]
+ }
+ ],
+ "source": [
+ "#@title Show current memory stats\n",
+ "gpu_stats = torch.cuda.get_device_properties(0)\n",
+ "start_gpu_memory = round(torch.cuda.max_memory_reserved() / 1024 / 1024 / 1024, 3)\n",
+ "max_memory = round(gpu_stats.total_memory / 1024 / 1024 / 1024, 3)\n",
+ "print(f\"GPU = {gpu_stats.name}. Max memory = {max_memory} GB.\")\n",
+ "print(f\"{start_gpu_memory} GB of memory reserved.\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 12705
+ },
+ "id": "yqxqAZ7KJ4oL",
+ "outputId": "f6905c3e-2a85-4d36-8553-dee231e37a16"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "==((====))== Unsloth - 2x faster free finetuning | Num GPUs = 1\n",
+ " \\\\ /| Num examples = 298,319 | Num Epochs = 1\n",
+ "O^O/ \\_/ \\ Batch size per device = 2 | Gradient Accumulation steps = 4\n",
+ "\\ / Total batch size = 8 | Total steps = 400\n",
+ " \"-____-\" Number of trainable parameters = 2,621,440\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "<IPython.core.display.HTML object>"
+ ],
+ "text/html": [
+ "\n",
+ " <div>\n",
+ " \n",
+ " <progress value='400' max='400' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+ " [400/400 09:51, Epoch 0/1]\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",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <td>1</td>\n",
+ " <td>2.047800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>2</td>\n",
+ " <td>2.256400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>3</td>\n",
+ " <td>2.332900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>4</td>\n",
+ " <td>1.902500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>5</td>\n",
+ " <td>1.992400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>6</td>\n",
+ " <td>2.205100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>7</td>\n",
+ " <td>1.723600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>8</td>\n",
+ " <td>1.569600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>9</td>\n",
+ " <td>1.508000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>10</td>\n",
+ " <td>1.248100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>11</td>\n",
+ " <td>1.226400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>12</td>\n",
+ " <td>1.376900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>13</td>\n",
+ " <td>1.105200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>14</td>\n",
+ " <td>1.108600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>15</td>\n",
+ " <td>0.987600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>16</td>\n",
+ " <td>0.919500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>17</td>\n",
+ " <td>0.998700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>18</td>\n",
+ " <td>0.857700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>19</td>\n",
+ " <td>0.907000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>20</td>\n",
+ " <td>0.883900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>21</td>\n",
+ " <td>0.814400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>22</td>\n",
+ " <td>0.823100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>23</td>\n",
+ " <td>0.823800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>24</td>\n",
+ " <td>0.832900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>25</td>\n",
+ " <td>0.679400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>26</td>\n",
+ " <td>0.838000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>27</td>\n",
+ " <td>0.672300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>28</td>\n",
+ " <td>0.698500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>29</td>\n",
+ " <td>0.844700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>30</td>\n",
+ " <td>0.715100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>31</td>\n",
+ " <td>0.705900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>32</td>\n",
+ " <td>0.722100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>33</td>\n",
+ " <td>0.704200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>34</td>\n",
+ " <td>0.684900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>35</td>\n",
+ " <td>0.638000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>36</td>\n",
+ " <td>0.684600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>37</td>\n",
+ " <td>0.630800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>38</td>\n",
+ " <td>0.590000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>39</td>\n",
+ " <td>0.721000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>40</td>\n",
+ " <td>0.593000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>41</td>\n",
+ " <td>0.582600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>42</td>\n",
+ " <td>0.660000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>43</td>\n",
+ " <td>0.562400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>44</td>\n",
+ " <td>0.655300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>45</td>\n",
+ " <td>0.746100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>46</td>\n",
+ " <td>0.601200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>47</td>\n",
+ " <td>0.590600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>48</td>\n",
+ " <td>0.643700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>49</td>\n",
+ " <td>0.580500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>50</td>\n",
+ " <td>0.602900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>51</td>\n",
+ " <td>0.594800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>52</td>\n",
+ " <td>0.566400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>53</td>\n",
+ " <td>0.615300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>54</td>\n",
+ " <td>0.574800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>55</td>\n",
+ " <td>0.569800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>56</td>\n",
+ " <td>0.584100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>57</td>\n",
+ " <td>0.489600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>58</td>\n",
+ " <td>0.506300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>59</td>\n",
+ " <td>0.572400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>60</td>\n",
+ " <td>0.689300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>61</td>\n",
+ " <td>0.555500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>62</td>\n",
+ " <td>0.607400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>63</td>\n",
+ " <td>0.555600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>64</td>\n",
+ " <td>0.595700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>65</td>\n",
+ " <td>0.530400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>66</td>\n",
+ " <td>0.502000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>67</td>\n",
+ " <td>0.744700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>68</td>\n",
+ " <td>0.547100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>69</td>\n",
+ " <td>0.530200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>70</td>\n",
+ " <td>0.521000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>71</td>\n",
+ " <td>0.686500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>72</td>\n",
+ " <td>0.769000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>73</td>\n",
+ " <td>0.496900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>74</td>\n",
+ " <td>0.501000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>75</td>\n",
+ " <td>0.456200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>76</td>\n",
+ " <td>0.643600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>77</td>\n",
+ " <td>0.516600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>78</td>\n",
+ " <td>0.546600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>79</td>\n",
+ " <td>0.475000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>80</td>\n",
+ " <td>0.453300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>81</td>\n",
+ " <td>0.512000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>82</td>\n",
+ " <td>0.531300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>83</td>\n",
+ " <td>0.499100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>84</td>\n",
+ " <td>0.521800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>85</td>\n",
+ " <td>0.545100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>86</td>\n",
+ " <td>0.522800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>87</td>\n",
+ " <td>0.533000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>88</td>\n",
+ " <td>0.463700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>89</td>\n",
+ " <td>0.557100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>90</td>\n",
+ " <td>0.489900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>91</td>\n",
+ " <td>0.448300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>92</td>\n",
+ " <td>0.461300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>93</td>\n",
+ " <td>0.504600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>94</td>\n",
+ " <td>0.586300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>95</td>\n",
+ " <td>0.528500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>96</td>\n",
+ " <td>0.510300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>97</td>\n",
+ " <td>0.449600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>98</td>\n",
+ " <td>0.512300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>99</td>\n",
+ " <td>0.520300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>100</td>\n",
+ " <td>0.521200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>101</td>\n",
+ " <td>0.564200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>102</td>\n",
+ " <td>0.517200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>103</td>\n",
+ " <td>0.465300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>104</td>\n",
+ " <td>0.540600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>105</td>\n",
+ " <td>0.607300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>106</td>\n",
+ " <td>0.455000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>107</td>\n",
+ " <td>0.529700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>108</td>\n",
+ " <td>0.457800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>109</td>\n",
+ " <td>0.429700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>110</td>\n",
+ " <td>0.525400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>111</td>\n",
+ " <td>0.620800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>112</td>\n",
+ " <td>0.430800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>113</td>\n",
+ " <td>0.607800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>114</td>\n",
+ " <td>0.508200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>115</td>\n",
+ " <td>0.485400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>116</td>\n",
+ " <td>0.493400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>117</td>\n",
+ " <td>0.479500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>118</td>\n",
+ " <td>0.478600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>119</td>\n",
+ " <td>0.450500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>120</td>\n",
+ " <td>0.525800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>121</td>\n",
+ " <td>0.594400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>122</td>\n",
+ " <td>0.468700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>123</td>\n",
+ " <td>0.465000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>124</td>\n",
+ " <td>0.450900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>125</td>\n",
+ " <td>0.586800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>126</td>\n",
+ " <td>0.553200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>127</td>\n",
+ " <td>0.564800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>128</td>\n",
+ " <td>0.473200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>129</td>\n",
+ " <td>0.473200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>130</td>\n",
+ " <td>0.490100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>131</td>\n",
+ " <td>0.553600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>132</td>\n",
+ " <td>0.549300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>133</td>\n",
+ " <td>0.701700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>134</td>\n",
+ " <td>0.703200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>135</td>\n",
+ " <td>0.437700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>136</td>\n",
+ " <td>0.520100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>137</td>\n",
+ " <td>0.512100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>138</td>\n",
+ " <td>0.449600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>139</td>\n",
+ " <td>0.505000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>140</td>\n",
+ " <td>0.436900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>141</td>\n",
+ " <td>0.416500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>142</td>\n",
+ " <td>0.433600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>143</td>\n",
+ " <td>0.565600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>144</td>\n",
+ " <td>0.438700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>145</td>\n",
+ " <td>0.572800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>146</td>\n",
+ " <td>0.401600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>147</td>\n",
+ " <td>0.446000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>148</td>\n",
+ " <td>0.453700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>149</td>\n",
+ " <td>0.446300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>150</td>\n",
+ " <td>0.459500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>151</td>\n",
+ " <td>0.440000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>152</td>\n",
+ " <td>0.474800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>153</td>\n",
+ " <td>0.396700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>154</td>\n",
+ " <td>0.429300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>155</td>\n",
+ " <td>0.514200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>156</td>\n",
+ " <td>0.467200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>157</td>\n",
+ " <td>0.498500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>158</td>\n",
+ " <td>0.460400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>159</td>\n",
+ " <td>0.524000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>160</td>\n",
+ " <td>0.499200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>161</td>\n",
+ " <td>0.434400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>162</td>\n",
+ " <td>0.513800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>163</td>\n",
+ " <td>0.359600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>164</td>\n",
+ " <td>0.488700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>165</td>\n",
+ " <td>0.428400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>166</td>\n",
+ " <td>0.371400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>167</td>\n",
+ " <td>0.475000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>168</td>\n",
+ " <td>0.535300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>169</td>\n",
+ " <td>0.412500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>170</td>\n",
+ " <td>0.510900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>171</td>\n",
+ " <td>0.477300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>172</td>\n",
+ " <td>0.407800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>173</td>\n",
+ " <td>0.562600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>174</td>\n",
+ " <td>0.370300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>175</td>\n",
+ " <td>0.568100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>176</td>\n",
+ " <td>0.437800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>177</td>\n",
+ " <td>0.423700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>178</td>\n",
+ " <td>0.496000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>179</td>\n",
+ " <td>0.475400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>180</td>\n",
+ " <td>0.441400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>181</td>\n",
+ " <td>0.530800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>182</td>\n",
+ " <td>0.435600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>183</td>\n",
+ " <td>0.459700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>184</td>\n",
+ " <td>0.442000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>185</td>\n",
+ " <td>0.417000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>186</td>\n",
+ " <td>0.383700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>187</td>\n",
+ " <td>0.571000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>188</td>\n",
+ " <td>0.488300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>189</td>\n",
+ " <td>0.438900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>190</td>\n",
+ " <td>0.397800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>191</td>\n",
+ " <td>0.483500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>192</td>\n",
+ " <td>0.497600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>193</td>\n",
+ " <td>0.528300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>194</td>\n",
+ " <td>0.440400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>195</td>\n",
+ " <td>0.620500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>196</td>\n",
+ " <td>0.656600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>197</td>\n",
+ " <td>0.485700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>198</td>\n",
+ " <td>0.712400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>199</td>\n",
+ " <td>0.476600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>200</td>\n",
+ " <td>0.425500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>201</td>\n",
+ " <td>0.490600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>202</td>\n",
+ " <td>0.518200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>203</td>\n",
+ " <td>0.529800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>204</td>\n",
+ " <td>0.506100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>205</td>\n",
+ " <td>0.395900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>206</td>\n",
+ " <td>0.476000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>207</td>\n",
+ " <td>0.435600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>208</td>\n",
+ " <td>0.458400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>209</td>\n",
+ " <td>0.543000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>210</td>\n",
+ " <td>0.485800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>211</td>\n",
+ " <td>0.503700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>212</td>\n",
+ " <td>0.382600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>213</td>\n",
+ " <td>0.542400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>214</td>\n",
+ " <td>0.459800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>215</td>\n",
+ " <td>0.446400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>216</td>\n",
+ " <td>0.561700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>217</td>\n",
+ " <td>0.380800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>218</td>\n",
+ " <td>0.558400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>219</td>\n",
+ " <td>0.405400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>220</td>\n",
+ " <td>0.485400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>221</td>\n",
+ " <td>0.470500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>222</td>\n",
+ " <td>0.472700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>223</td>\n",
+ " <td>0.453700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>224</td>\n",
+ " <td>0.462200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>225</td>\n",
+ " <td>0.494500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>226</td>\n",
+ " <td>0.459600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>227</td>\n",
+ " <td>0.655200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>228</td>\n",
+ " <td>0.503700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>229</td>\n",
+ " <td>0.395600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>230</td>\n",
+ " <td>0.382500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>231</td>\n",
+ " <td>0.628500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>232</td>\n",
+ " <td>0.380100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>233</td>\n",
+ " <td>0.392700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>234</td>\n",
+ " <td>0.355300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>235</td>\n",
+ " <td>0.488500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>236</td>\n",
+ " <td>0.448300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>237</td>\n",
+ " <td>0.379200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>238</td>\n",
+ " <td>0.395200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>239</td>\n",
+ " <td>0.375400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>240</td>\n",
+ " <td>0.447400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>241</td>\n",
+ " <td>0.586900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>242</td>\n",
+ " <td>0.460200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>243</td>\n",
+ " <td>0.369600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>244</td>\n",
+ " <td>0.423300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>245</td>\n",
+ " <td>0.490700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>246</td>\n",
+ " <td>0.500600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>247</td>\n",
+ " <td>0.472500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>248</td>\n",
+ " <td>0.459500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>249</td>\n",
+ " <td>0.453600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>250</td>\n",
+ " <td>0.418600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>251</td>\n",
+ " <td>0.353000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>252</td>\n",
+ " <td>0.401800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>253</td>\n",
+ " <td>0.448600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>254</td>\n",
+ " <td>0.449200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>255</td>\n",
+ " <td>0.398600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>256</td>\n",
+ " <td>0.412000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>257</td>\n",
+ " <td>0.402700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>258</td>\n",
+ " <td>0.513900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>259</td>\n",
+ " <td>0.463600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>260</td>\n",
+ " <td>0.457100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>261</td>\n",
+ " <td>0.499900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>262</td>\n",
+ " <td>0.398300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>263</td>\n",
+ " <td>0.580000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>264</td>\n",
+ " <td>0.473200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>265</td>\n",
+ " <td>0.491800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>266</td>\n",
+ " <td>0.462800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>267</td>\n",
+ " <td>0.372900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>268</td>\n",
+ " <td>0.561100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>269</td>\n",
+ " <td>0.448700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>270</td>\n",
+ " <td>0.460700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>271</td>\n",
+ " <td>0.484300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>272</td>\n",
+ " <td>0.366200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>273</td>\n",
+ " <td>0.380900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>274</td>\n",
+ " <td>0.430400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>275</td>\n",
+ " <td>0.372700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>276</td>\n",
+ " <td>0.364100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>277</td>\n",
+ " <td>0.417600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>278</td>\n",
+ " <td>0.493100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>279</td>\n",
+ " <td>0.512500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>280</td>\n",
+ " <td>0.503200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>281</td>\n",
+ " <td>0.442300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>282</td>\n",
+ " <td>0.449000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>283</td>\n",
+ " <td>0.452500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>284</td>\n",
+ " <td>0.439400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>285</td>\n",
+ " <td>0.523000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>286</td>\n",
+ " <td>0.390000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>287</td>\n",
+ " <td>0.639000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>288</td>\n",
+ " <td>0.494500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>289</td>\n",
+ " <td>0.520300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>290</td>\n",
+ " <td>0.447300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>291</td>\n",
+ " <td>0.493800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>292</td>\n",
+ " <td>0.403500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>293</td>\n",
+ " <td>0.474500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>294</td>\n",
+ " <td>0.464800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>295</td>\n",
+ " <td>0.495600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>296</td>\n",
+ " <td>0.368300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>297</td>\n",
+ " <td>0.398500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>298</td>\n",
+ " <td>0.420300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>299</td>\n",
+ " <td>0.361700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>300</td>\n",
+ " <td>0.526700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>301</td>\n",
+ " <td>0.416300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>302</td>\n",
+ " <td>0.368700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>303</td>\n",
+ " <td>0.392500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>304</td>\n",
+ " <td>0.477400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>305</td>\n",
+ " <td>0.462800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>306</td>\n",
+ " <td>0.485000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>307</td>\n",
+ " <td>0.411900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>308</td>\n",
+ " <td>0.441000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>309</td>\n",
+ " <td>0.371900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>310</td>\n",
+ " <td>0.416900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>311</td>\n",
+ " <td>0.532500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>312</td>\n",
+ " <td>0.511100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>313</td>\n",
+ " <td>0.330700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>314</td>\n",
+ " <td>0.505700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>315</td>\n",
+ " <td>0.617700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>316</td>\n",
+ " <td>0.482100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>317</td>\n",
+ " <td>0.542800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>318</td>\n",
+ " <td>0.383200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>319</td>\n",
+ " <td>0.419000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>320</td>\n",
+ " <td>0.382900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>321</td>\n",
+ " <td>0.574800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>322</td>\n",
+ " <td>0.347800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>323</td>\n",
+ " <td>0.557700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>324</td>\n",
+ " <td>0.423400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>325</td>\n",
+ " <td>0.396300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>326</td>\n",
+ " <td>0.429700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>327</td>\n",
+ " <td>0.384500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>328</td>\n",
+ " <td>0.595200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>329</td>\n",
+ " <td>0.449200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>330</td>\n",
+ " <td>0.437800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>331</td>\n",
+ " <td>0.484100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>332</td>\n",
+ " <td>0.477400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>333</td>\n",
+ " <td>0.443200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>334</td>\n",
+ " <td>0.448600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>335</td>\n",
+ " <td>0.410300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>336</td>\n",
+ " <td>0.438100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>337</td>\n",
+ " <td>0.375700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>338</td>\n",
+ " <td>0.346500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>339</td>\n",
+ " <td>0.471400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>340</td>\n",
+ " <td>0.421200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>341</td>\n",
+ " <td>0.520800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>342</td>\n",
+ " <td>0.361500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>343</td>\n",
+ " <td>0.439500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>344</td>\n",
+ " <td>0.458600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>345</td>\n",
+ " <td>0.423300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>346</td>\n",
+ " <td>0.388200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>347</td>\n",
+ " <td>0.543200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>348</td>\n",
+ " <td>0.469400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>349</td>\n",
+ " <td>0.400800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>350</td>\n",
+ " <td>0.407800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>351</td>\n",
+ " <td>0.418700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>352</td>\n",
+ " <td>0.390400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>353</td>\n",
+ " <td>0.374900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>354</td>\n",
+ " <td>0.615600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>355</td>\n",
+ " <td>0.360600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>356</td>\n",
+ " <td>0.460200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>357</td>\n",
+ " <td>0.330900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>358</td>\n",
+ " <td>0.492100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>359</td>\n",
+ " <td>0.382500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>360</td>\n",
+ " <td>0.443800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>361</td>\n",
+ " <td>0.443300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>362</td>\n",
+ " <td>0.424200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>363</td>\n",
+ " <td>0.388200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>364</td>\n",
+ " <td>0.471400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>365</td>\n",
+ " <td>0.492900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>366</td>\n",
+ " <td>0.532300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>367</td>\n",
+ " <td>0.353500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>368</td>\n",
+ " <td>0.365000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>369</td>\n",
+ " <td>0.349100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>370</td>\n",
+ " <td>0.463300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>371</td>\n",
+ " <td>0.450500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>372</td>\n",
+ " <td>0.353400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>373</td>\n",
+ " <td>0.404600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>374</td>\n",
+ " <td>0.456700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>375</td>\n",
+ " <td>0.419700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>376</td>\n",
+ " <td>0.378300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>377</td>\n",
+ " <td>0.441400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>378</td>\n",
+ " <td>0.430900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>379</td>\n",
+ " <td>0.413600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>380</td>\n",
+ " <td>0.348900</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>381</td>\n",
+ " <td>0.526600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>382</td>\n",
+ " <td>0.439500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>383</td>\n",
+ " <td>0.416600</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>384</td>\n",
+ " <td>0.357100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>385</td>\n",
+ " <td>0.375800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>386</td>\n",
+ " <td>0.395700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>387</td>\n",
+ " <td>0.402300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>388</td>\n",
+ " <td>0.363400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>389</td>\n",
+ " <td>0.467300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>390</td>\n",
+ " <td>0.380500</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>391</td>\n",
+ " <td>0.389300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>392</td>\n",
+ " <td>0.368200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>393</td>\n",
+ " <td>0.415800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>394</td>\n",
+ " <td>0.367300</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>395</td>\n",
+ " <td>0.373800</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>396</td>\n",
+ " <td>0.354100</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>397</td>\n",
+ " <td>0.503400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>398</td>\n",
+ " <td>0.447400</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>399</td>\n",
+ " <td>0.506700</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <td>400</td>\n",
+ " <td>0.416600</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table><p>"
+ ]
+ },
+ "metadata": {}
+ }
+ ],
+ "source": [
+ "trainer_stats = trainer.train()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 0
+ },
+ "id": "pCqnaKmlO1U9",
+ "outputId": "671757bd-57d1-4ba6-ebd3-97ee0a5fbab4"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "599.135 seconds used for training.\n",
+ "9.99 minutes used for training.\n",
+ "Peak reserved memory = 20.236 GB.\n",
+ "Peak reserved memory for training = 5.138 GB.\n",
+ "Peak reserved memory % of max memory = 51.148 %.\n",
+ "Peak reserved memory for training % of max memory = 12.987 %.\n"
+ ]
+ }
+ ],
+ "source": [
+ "#@title Show final memory and time stats\n",
+ "used_memory = round(torch.cuda.max_memory_reserved() / 1024 / 1024 / 1024, 3)\n",
+ "used_memory_for_lora = round(used_memory - start_gpu_memory, 3)\n",
+ "used_percentage = round(used_memory /max_memory*100, 3)\n",
+ "lora_percentage = round(used_memory_for_lora/max_memory*100, 3)\n",
+ "print(f\"{trainer_stats.metrics['train_runtime']} seconds used for training.\")\n",
+ "print(f\"{round(trainer_stats.metrics['train_runtime']/60, 2)} minutes used for training.\")\n",
+ "print(f\"Peak reserved memory = {used_memory} GB.\")\n",
+ "print(f\"Peak reserved memory for training = {used_memory_for_lora} GB.\")\n",
+ "print(f\"Peak reserved memory % of max memory = {used_percentage} %.\")\n",
+ "print(f\"Peak reserved memory for training % of max memory = {lora_percentage} %.\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "ekOmTR1hSNcr"
+ },
+ "source": [
+ "<a name=\"Inference\"></a>\n",
+ "### Inference\n",
+ "Let's run the model! You can change the instruction and input - leave the output blank!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 0
+ },
+ "id": "kR3gIAX-SM2q",
+ "outputId": "09b824b0-51d7-49b0-9263-2beceeed1470"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "Setting `pad_token_id` to `eos_token_id`:128003 for open-end generation.\n"
+ ]
+ },
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "['<|begin_of_text|>Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\\n\\n### Instruction:\\nContinue the fibonnaci sequence.\\n\\n### Input:\\n1, 1, 2, 3, 5, 8\\n\\n### Response:\\n13, 21, 34, 55, 89, 144, 233, 377, 610, 987, 1597, 2584, 4181, 6765, 10946, 17711, 28657, 46368, 75025']"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 11
+ }
+ ],
+ "source": [
+ "# alpaca_prompt = Copied from above\n",
+ "FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n",
+ "inputs = tokenizer(\n",
+ "[\n",
+ " alpaca_prompt.format(\n",
+ " \"Continue the fibonnaci sequence.\", # instruction\n",
+ " \"1, 1, 2, 3, 5, 8\", # input\n",
+ " \"\", # output - leave this blank for generation!\n",
+ " )\n",
+ "], return_tensors = \"pt\").to(\"cuda\")\n",
+ "\n",
+ "outputs = model.generate(**inputs, max_new_tokens = 64, use_cache = True)\n",
+ "tokenizer.batch_decode(outputs)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "CrSvZObor0lY"
+ },
+ "source": [
+ " You can also use a `TextStreamer` for continuous inference - so you can see the generation token by token, instead of waiting the whole time!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 0
+ },
+ "id": "e2pEuRb1r2Vg",
+ "outputId": "23730b73-878e-41b7-d4b0-17e427142eb0"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "Setting `pad_token_id` to `eos_token_id`:128003 for open-end generation.\n"
+ ]
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "<|begin_of_text|>Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\n",
+ "\n",
+ "### Instruction:\n",
+ "Continue the fibonnaci sequence.\n",
+ "\n",
+ "### Input:\n",
+ "1, 1, 2, 3, 5, 8\n",
+ "\n",
+ "### Response:\n",
+ "13, 21, 34, 55, 89, 144, 233, 377, 610, 987, 1597, 2584, 4181, 6765, 10946, 17711, 28657, 46368, 75025, 121393,...\n",
+ "The first two numbers in the Fibonacci sequence are 1, and the sequence thereafter is obtained by summing those preceding. So, adding 1 and 2 (the first two numbers) gives 8 as the third number. The next sum results in 21 (1+8),\n"
+ ]
+ }
+ ],
+ "source": [
+ "# alpaca_prompt = Copied from above\n",
+ "FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n",
+ "inputs = tokenizer(\n",
+ "[\n",
+ " alpaca_prompt.format(\n",
+ " \"Continue the fibonnaci sequence.\", # instruction\n",
+ " \"1, 1, 2, 3, 5, 8\", # input\n",
+ " \"\", # output - leave this blank for generation!\n",
+ " )\n",
+ "], return_tensors = \"pt\").to(\"cuda\")\n",
+ "\n",
+ "from transformers import TextStreamer\n",
+ "text_streamer = TextStreamer(tokenizer)\n",
+ "_ = model.generate(**inputs, streamer = text_streamer, max_new_tokens = 128)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# alpaca_prompt = Copied from above\n",
+ "FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n",
+ "inputs = tokenizer(\n",
+ "[\n",
+ " alpaca_prompt.format(\n",
+ " \"What is a famous bridge in San Francisco bay area?\", # instruction\n",
+ " \"\", # input\n",
+ " \"\", # output - leave this blank for generation!\n",
+ " )\n",
+ "], return_tensors = \"pt\").to(\"cuda\")\n",
+ "\n",
+ "from transformers import TextStreamer\n",
+ "text_streamer = TextStreamer(tokenizer)\n",
+ "_ = model.generate(**inputs, streamer = text_streamer, max_new_tokens = 128)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 0
+ },
+ "id": "Z5tWI7ivVjMg",
+ "outputId": "772d51ba-218f-4fed-9169-c2bf0c23e5f7"
+ },
+ "execution_count": 13,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "Setting `pad_token_id` to `eos_token_id`:128003 for open-end generation.\n"
+ ]
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "<|begin_of_text|>Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\n",
+ "\n",
+ "### Instruction:\n",
+ "What is a famous bridge in San Francisco bay area?\n",
+ "\n",
+ "### Input:\n",
+ "\n",
+ "\n",
+ "### Response:\n",
+ "The Golden Gate Bridge is a world-famous suspension bridge that spans the Golden Gate strait, connecting the San Francisco, California with Marin County. Its construction started in 1933 and it was completed in 1937. Built at a time when the demand for large bridges was increasing for transportation and engineering purposes, this suspension bridge was designed by a team of engineers who drew upon the best ideas from previous bridge designs.\n",
+ "\n",
+ "It is known for its unique and distinct color which is International Orange, it is an orange-red color that has been specially blended. The reason for selecting this color was to make it more visible from the surrounding area because the\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# alpaca_prompt = Copied from above\n",
+ "FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n",
+ "inputs = tokenizer(\n",
+ "[\n",
+ " alpaca_prompt.format(\n",
+ " \"What is a famous university in San Francisco bay area?\", # instruction\n",
+ " \"\", # input\n",
+ " \"\", # output - leave this blank for generation!\n",
+ " )\n",
+ "], return_tensors = \"pt\").to(\"cuda\")\n",
+ "\n",
+ "from transformers import TextStreamer\n",
+ "text_streamer = TextStreamer(tokenizer)\n",
+ "_ = model.generate(**inputs, streamer = text_streamer, max_new_tokens = 128)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 0
+ },
+ "id": "9fJZQcwlVlBq",
+ "outputId": "6da0486d-f4cf-41d1-824a-7718898793d9"
+ },
+ "execution_count": 14,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "Setting `pad_token_id` to `eos_token_id`:128003 for open-end generation.\n"
+ ]
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "<|begin_of_text|>Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\n",
+ "\n",
+ "### Instruction:\n",
+ "What is a famous university in San Francisco bay area?\n",
+ "\n",
+ "### Input:\n",
+ "\n",
+ "\n",
+ "### Response:\n",
+ "The University of California, Berkeley (also referred to as UC Berkeley, Berkeley, and Cal) is a major public research and graduate university located in Berkeley, California, United States. It is the flagship institution of the ten research universities associated with the University of California system, as well as its most prestigious one. Founded in 1868 as the University of California, it was the first university in the city and state, and one of the first, along with the original 1866 private UC Berkeley branch, to admit women. Berkeley is a member of the Association of American Universities and is one of a select group of worldwide institutions with a\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# alpaca_prompt = Copied from above\n",
+ "FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n",
+ "inputs = tokenizer(\n",
+ "[\n",
+ " alpaca_prompt.format(\n",
+ " \"What are the DNA bases?\", # instruction\n",
+ " \"\", # input\n",
+ " \"\", # output - leave this blank for generation!\n",
+ " )\n",
+ "], return_tensors = \"pt\").to(\"cuda\")\n",
+ "\n",
+ "from transformers import TextStreamer\n",
+ "text_streamer = TextStreamer(tokenizer)\n",
+ "_ = model.generate(**inputs, streamer = text_streamer, max_new_tokens = 128)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 0
+ },
+ "id": "1TPeJxviVls8",
+ "outputId": "fa275ce9-71aa-42dc-d970-dc7f5eee37b3"
+ },
+ "execution_count": 15,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "Setting `pad_token_id` to `eos_token_id`:128003 for open-end generation.\n"
+ ]
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "<|begin_of_text|>Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\n",
+ "\n",
+ "### Instruction:\n",
+ "What are the DNA bases?\n",
+ "\n",
+ "### Input:\n",
+ "\n",
+ "\n",
+ "### Response:\n",
+ "The DNA letters are adenine (A), cytosine (C), guanine (G), and thymine (T). These bases pair with one another in a sequence that determines the order of proteins in each organism. The sequence of pairs is read from the base that is a part of deoxyribose sugar moving into the terminal phosphate. This leads to the creation of the sequence of the protein strands that is produced. Typically adenine bonds with thymine and cytosine bonds with guanine. This arrangement was first determined by Erwin Chargoff and his team in 1951 through his studies of the structure and\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# alpaca_prompt = Copied from above\n",
+ "FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n",
+ "inputs = tokenizer(\n",
+ "[\n",
+ " alpaca_prompt.format(\n",
+ " \"What are all of the types of bonds found in DNA?\", # instruction\n",
+ " \"\", # input\n",
+ " \"\", # output - leave this blank for generation!\n",
+ " )\n",
+ "], return_tensors = \"pt\").to(\"cuda\")\n",
+ "\n",
+ "from transformers import TextStreamer\n",
+ "text_streamer = TextStreamer(tokenizer)\n",
+ "_ = model.generate(**inputs, streamer = text_streamer, max_new_tokens = 128)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 0
+ },
+ "id": "GlPUCSprVnRK",
+ "outputId": "c619fe24-f4a1-41b0-ec3f-da1a953cf09e"
+ },
+ "execution_count": 16,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "Setting `pad_token_id` to `eos_token_id`:128003 for open-end generation.\n"
+ ]
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "<|begin_of_text|>Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\n",
+ "\n",
+ "### Instruction:\n",
+ "What are all of the types of bonds found in DNA?\n",
+ "\n",
+ "### Input:\n",
+ "\n",
+ "\n",
+ "### Response:\n",
+ "[Deoxyribosyl (6-2)- and (6-1)-H-methyltransferase and (6-2) and (6-1) cytosine deaminase catalylzing DNA replication and repair pathway I activity]<|im_end|>\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# alpaca_prompt = Copied from above\n",
+ "FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n",
+ "inputs = tokenizer(\n",
+ "[\n",
+ " alpaca_prompt.format(\n",
+ " \"What are the reaction names to create DNA?\", # instruction\n",
+ " \"\", # input\n",
+ " \"\", # output - leave this blank for generation!\n",
+ " )\n",
+ "], return_tensors = \"pt\").to(\"cuda\")\n",
+ "\n",
+ "from transformers import TextStreamer\n",
+ "text_streamer = TextStreamer(tokenizer)\n",
+ "_ = model.generate(**inputs, streamer = text_streamer, max_new_tokens = 128)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 0
+ },
+ "id": "NelWwdJjVpqR",
+ "outputId": "0413c016-61f7-43f8-e176-dc8a59a28db6"
+ },
+ "execution_count": 17,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "Setting `pad_token_id` to `eos_token_id`:128003 for open-end generation.\n"
+ ]
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "<|begin_of_text|>Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\n",
+ "\n",
+ "### Instruction:\n",
+ "What are the reaction names to create DNA?\n",
+ "\n",
+ "### Input:\n",
+ "\n",
+ "\n",
+ "### Response:\n",
+ "[C][C][Branch2][Ring2][O][C][C][Branch2][Ring1][#Branch1][N][O][P][=Branch1][C][=O][Branch1][C][O][O][O][C][C][Branch1][P][C][Branch1][=N][C][Branch1][=Branch2][C][Branch1][Ring2][O][Ring1][=Branch1][C][O][O][O][O]<|im_end|>\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "# alpaca_prompt = Copied from above\n",
+ "FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n",
+ "inputs = tokenizer(\n",
+ "[\n",
+ " alpaca_prompt.format(\n",
+ " \"What is the structure for adenine?\", # instruction\n",
+ " \"\", # input\n",
+ " \"\", # output - leave this blank for generation!\n",
+ " )\n",
+ "], return_tensors = \"pt\").to(\"cuda\")\n",
+ "\n",
+ "from transformers import TextStreamer\n",
+ "text_streamer = TextStreamer(tokenizer)\n",
+ "_ = model.generate(**inputs, streamer = text_streamer, max_new_tokens = 128)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 0
+ },
+ "id": "FQw11BVmrV-f",
+ "outputId": "ed4ab5c8-3d49-4318-f95d-9f3aa4e655cd"
+ },
+ "execution_count": 18,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "Setting `pad_token_id` to `eos_token_id`:128003 for open-end generation.\n"
+ ]
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "<|begin_of_text|>Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\n",
+ "\n",
+ "### Instruction:\n",
+ "What is the structure for adenine?\n",
+ "\n",
+ "### Input:\n",
+ "\n",
+ "\n",
+ "### Response:\n",
+ "[C][C][N][N][C][=C][Branch1][=N][O][C][Ring1][=Branch1][Cl]<|im_end|>\n"
+ ]
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "uMuVrWbjAzhc"
+ },
+ "source": [
+ "<a name=\"Save\"></a>\n",
+ "### Saving, loading finetuned models\n",
+ "To save the final model as LoRA adapters, either use Huggingface's `push_to_hub` for an online save or `save_pretrained` for a local save.\n",
+ "\n",
+ "**[NOTE]** This ONLY saves the LoRA adapters, and not the full model. To save to 16bit or GGUF, scroll down!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {
+ "id": "upcOlWe7A1vc",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 0
+ },
+ "outputId": "448e9d59-e736-4084-e4ac-97cacdbc4429"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
+ " warnings.warn(\n"
+ ]
+ }
+ ],
+ "source": [
+ "model.save_pretrained(\"lora_model\") # Local saving\n",
+ "# model.push_to_hub(\"Your-Model-Name\", organization=\"kevinkawchak\", token = \"Your HF writable token\", private=True) # ONLY saves the LoRA adapters"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "if False:\n",
+ " from unsloth import FastLanguageModel\n",
+ " model, tokenizer = FastLanguageModel.from_pretrained(\n",
+ " model_name = \"lora_model\", # YOUR MODEL YOU USED FOR TRAINING\n",
+ " max_seq_length = max_seq_length,\n",
+ " dtype = dtype,\n",
+ " load_in_4bit = load_in_4bit,\n",
+ " )\n",
+ " FastLanguageModel.for_inference(model) # Enable native 2x faster inference\n",
+ "# alpaca_prompt = You MUST copy from above!\n",
+ "inputs = tokenizer(\n",
+ "[\n",
+ " alpaca_prompt.format(\n",
+ " \"What is a famous tall tower in Paris?\", # instruction\n",
+ " \"\", # input\n",
+ " \"\", # output - leave this blank for generation!\n",
+ " )\n",
+ "], return_tensors = \"pt\").to(\"cuda\")\n",
+ "outputs = model.generate(**inputs, max_new_tokens = 128, use_cache = True)\n",
+ "tokenizer.batch_decode(outputs)"
+ ],
+ "metadata": {
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 0
+ },
+ "id": "RYh575LYOG5J",
+ "outputId": "91506973-6b34-4a03-b08f-7b8e5cd00058"
+ },
+ "execution_count": 20,
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "Setting `pad_token_id` to `eos_token_id`:128003 for open-end generation.\n"
+ ]
+ },
+ {
+ "output_type": "execute_result",
+ "data": {
+ "text/plain": [
+ "['<|begin_of_text|>Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.\\n\\n### Instruction:\\nWhat is a famous tall tower in Paris?\\n\\n### Input:\\n\\n\\n### Response:\\nThe Eiffel Tower in Paris, France, is a most famous tall tower. It has an overall height of 330 meters which includes a radio antenna on top of the tower that can reach 345 meters. It was completed in 1889 and is named after Gustave Eiffel, who was the engineer responsible for the construction of the tower. It is one of the most recognized and most visited places in the city and around the world, serving both a national and international public. \\n\\nThe Eiffel Tower features three levels for visitors, with restaurants and an observation deck with a panoramic view of the city at the top level']"
+ ]
+ },
+ "metadata": {},
+ "execution_count": 20
+ }
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "AEEcJ4qfC7Lp"
+ },
+ "source": [
+ "Now if you want to load the LoRA adapters we just saved for inference, set `False` to `True`:"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "QQMjaNrjsU5_"
+ },
+ "source": [
+ "You can also use Hugging Face's `AutoModelForPeftCausalLM`. Only use this if you do not have `unsloth` installed. It can be hopelessly slow, since `4bit` model downloading is not supported, and Unsloth's **inference is 2x faster**."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {
+ "id": "yFfaXG0WsQuE"
+ },
+ "outputs": [],
+ "source": [
+ "## If using model.save_pretrained(\"lora_model\") # Local saving\n",
+ "if False:\n",
+ " # I highly do NOT suggest - use Unsloth if possible\n",
+ " from peft import AutoPeftModelForCausalLM\n",
+ " from transformers import AutoTokenizer\n",
+ " model = AutoPeftModelForCausalLM.from_pretrained(\n",
+ " \"lora_model\", # YOUR MODEL YOU USED FOR TRAINING\n",
+ " load_in_4bit = load_in_4bit,\n",
+ " )\n",
+ " tokenizer = AutoTokenizer.from_pretrained(\"lora_model\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "f422JgM9sdVT"
+ },
+ "source": [
+ "### Saving to float16 for VLLM\n",
+ "\n",
+ "We also support saving to `float16` directly. Select `merged_16bit` for float16 or `merged_4bit` for int4. We also allow `lora` adapters as a fallback. Use `push_to_hub_merged` to upload to your Hugging Face account! You can go to https://huggingface.co/settings/tokens for your personal tokens."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {
+ "id": "iHjt_SMYsd3P",
+ "colab": {
+ "base_uri": "https://localhost:8080/",
+ "height": 1014,
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+ ]
+ },
+ "outputId": "5dea5652-63c0-4772-d3cf-a20bc59c046a"
+ },
+ "outputs": [
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "Unsloth: Kaggle/Colab has limited disk space. We need to delete the downloaded\n",
+ "model which will save 4-16GB of disk space, allowing you to save on Kaggle/Colab.\n",
+ "Unsloth: Will remove a cached repo with size 16.1G\n"
+ ]
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Unsloth: Merging 4bit and LoRA weights to 16bit...\n",
+ "Unsloth: Will use up to 61.75 out of 83.48 RAM for saving.\n"
+ ]
+ },
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "100%|██████████| 32/32 [00:00<00:00, 65.45it/s]\n"
+ ]
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Unsloth: Saving to organization with address kevinkawchak/NousResearch-Hermes-2-Pro-Llama-3-8B-Molecule16\n",
+ "Unsloth: Saving tokenizer... Done.\n",
+ "Unsloth: Saving model... This might take 5 minutes for Llama-7b...\n",
+ "Unsloth: Saving to organization with address kevinkawchak/NousResearch-Hermes-2-Pro-Llama-3-8B-Molecule16\n",
+ "Unsloth: Uploading all files... Please wait...\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "model-00001-of-00004.safetensors: 0%| | 0.00/4.98G [00:00<?, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
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+ "version_minor": 0,
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+ {
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+ "data": {
+ "text/plain": [
+ "model-00003-of-00004.safetensors: 0%| | 0.00/4.92G [00:00<?, ?B/s]"
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+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "Upload 4 LFS files: 0%| | 0/4 [00:00<?, ?it/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
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+ }
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+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "model-00002-of-00004.safetensors: 0%| | 0.00/5.00G [00:00<?, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "1d486cb8911142c2be0a4986df20dc99"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "model-00004-of-00004.safetensors: 0%| | 0.00/1.17G [00:00<?, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
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+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Done.\n",
+ "Saved merged model to https://huggingface.co/None/NousResearch-Hermes-2-Pro-Llama-3-8B-Molecule16\n",
+ "Unsloth: Merging 4bit and LoRA weights to 4bit...\n",
+ "This might take 5 minutes...\n",
+ "Done.\n",
+ "Unsloth: Saving 4bit Bitsandbytes model. Please wait...\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "README.md: 0%| | 0.00/597 [00:00<?, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "c70f97dd3ba4494c9d3dd89dd845ea0e"
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+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "model-00002-of-00007.safetensors: 0%| | 0.00/5.00G [00:00<?, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "8d7151ee32df4d2886e808d5b6348859"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "model-00001-of-00007.safetensors: 0%| | 0.00/4.94G [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": [
+ "model-00005-of-00007.safetensors: 0%| | 0.00/5.00G [00:00<?, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "48a9cd2be41143b99281630fa3357468"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "model-00006-of-00007.safetensors: 0%| | 0.00/4.19G [00:00<?, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "899c3f43b18046fea5da970b2d17a886"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "model-00004-of-00007.safetensors: 0%| | 0.00/5.00G [00:00<?, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
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+ "model_id": "b63674e92e9f44a9a41bc264207f1623"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "Upload 7 LFS files: 0%| | 0/7 [00:00<?, ?it/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "dc9d6cf4f3d34316985f5ccfdfcf08eb"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "model-00007-of-00007.safetensors: 0%| | 0.00/1.05G [00:00<?, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "56af9cd5682c43bb9a9e07d7e277ca0d"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "model-00003-of-00007.safetensors: 0%| | 0.00/4.83G [00:00<?, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "473841b9a3714e988d1c3f8a68939ae9"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "README.md: 0%| | 0.00/603 [00:00<?, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "c90c666a94314ba894fa401c4e2f0987"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Saved merged_4bit model to https://huggingface.co/NousResearch-Hermes-2-Pro-Llama-3-8B-Molecule04\n",
+ "Unsloth: Saving LoRA adapters. Please wait...\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "README.md: 0%| | 0.00/597 [00:00<?, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "83b626a4c7ad43429b29c5f4fb9d7cc6"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stderr",
+ "text": [
+ "/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
+ " warnings.warn(\n"
+ ]
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "config.json: 0%| | 0.00/701 [00:00<?, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "bece38b92d814b688cb3c7b02fdb104a"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "display_data",
+ "data": {
+ "text/plain": [
+ "adapter_model.safetensors: 0%| | 0.00/48.0 [00:00<?, ?B/s]"
+ ],
+ "application/vnd.jupyter.widget-view+json": {
+ "version_major": 2,
+ "version_minor": 0,
+ "model_id": "0f1945ff5e494ae59f1fc5a0f9fac0cb"
+ }
+ },
+ "metadata": {}
+ },
+ {
+ "output_type": "stream",
+ "name": "stdout",
+ "text": [
+ "Saved lora model to https://huggingface.co/NousResearch-Hermes-2-Pro-Llama-3-8B-MoleculeLo\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Merge to 16bit\n",
+ "if False: model.save_pretrained_merged(\"model\", tokenizer, save_method = \"merged_16bit\",)\n",
+ "if True: model.push_to_hub_merged(\"NousResearch-Hermes-2-Pro-Llama-3-8B-Molecule16\", tokenizer, save_method = \"merged_16bit\", token = \"hf_\", private=True)\n",
+ "\n",
+ "# Merge to 4bit\n",
+ "if False: model.save_pretrained_merged(\"model\", tokenizer, save_method = \"merged_4bit\",)\n",
+ "if True: model.push_to_hub_merged(\"NousResearch-Hermes-2-Pro-Llama-3-8B-Molecule04\", tokenizer, save_method = \"merged_4bit_forced\", token = \"hf_\", private=True)\n",
+ "\n",
+ "# Just LoRA adapters\n",
+ "if False: model.save_pretrained_merged(\"model\", tokenizer, save_method = \"lora\",)\n",
+ "if True: model.push_to_hub_merged(\"NousResearch-Hermes-2-Pro-Llama-3-8B-MoleculeLo\", tokenizer, save_method = \"lora\", token = \"hf_\", private=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "TCv4vXHd61i7"
+ },
+ "source": [
+ "### GGUF / llama.cpp Conversion\n",
+ "To save to `GGUF` / `llama.cpp`, we support it natively now! We clone `llama.cpp` and we default save it to `q8_0`. We allow all methods like `q4_k_m`. Use `save_pretrained_gguf` for local saving and `push_to_hub_gguf` for uploading to HF.\n",
+ "\n",
+ "Some supported quant methods (full list on our [Wiki page](https://github.com/unslothai/unsloth/wiki#gguf-quantization-options)):\n",
+ "* `q8_0` - Fast conversion. High resource use, but generally acceptable.\n",
+ "* `q4_k_m` - Recommended. Uses Q6_K for half of the attention.wv and feed_forward.w2 tensors, else Q4_K.\n",
+ "* `q5_k_m` - Recommended. Uses Q6_K for half of the attention.wv and feed_forward.w2 tensors, else Q5_K."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {
+ "id": "FqfebeAdT073"
+ },
+ "outputs": [],
+ "source": [
+ "# Save to 8bit Q8_0\n",
+ "if False: model.save_pretrained_gguf(\"model\", tokenizer,)\n",
+ "if False: model.push_to_hub_gguf(\"hf/model\", tokenizer, token = \"\")\n",
+ "\n",
+ "# Save to 16bit GGUF\n",
+ "if False: model.save_pretrained_gguf(\"model\", tokenizer, quantization_method = \"f16\")\n",
+ "if False: model.push_to_hub_gguf(\"hf/model\", tokenizer, quantization_method = \"f16\", token = \"\")\n",
+ "\n",
+ "# Save to q4_k_m GGUF\n",
+ "if False: model.save_pretrained_gguf(\"model\", tokenizer, quantization_method = \"q4_k_m\")\n",
+ "if False: model.push_to_hub_gguf(\"hf/model\", tokenizer, quantization_method = \"q4_k_m\", token = \"\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "bDp0zNpwe6U_"
+ },
+ "source": [
+ "Now, use the `model-unsloth.gguf` file or `model-unsloth-Q4_K_M.gguf` file in `llama.cpp` or a UI based system like `GPT4All`. You can install GPT4All by going [here](https://gpt4all.io/index.html)."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "id": "Zt9CHJqO6p30"
+ },
+ "source": [
+ "And we're done! If you have any questions on Unsloth, we have a [Discord](https://discord.gg/u54VK8m8tk) channel! If you find any bugs or want to keep updated with the latest LLM stuff, or need help, join projects etc, feel free to join our Discord!\n",
+ "\n",
+ "Some other links:\n",
+ "1. Zephyr DPO 2x faster [free Colab](https://colab.research.google.com/drive/15vttTpzzVXv_tJwEk-hIcQ0S9FcEWvwP?usp=sharing)\n",
+ "2. Llama 7b 2x faster [free Colab](https://colab.research.google.com/drive/1lBzz5KeZJKXjvivbYvmGarix9Ao6Wxe5?usp=sharing)\n",
+ "3. TinyLlama 4x faster full Alpaca 52K in 1 hour [free Colab](https://colab.research.google.com/drive/1AZghoNBQaMDgWJpi4RbffGM1h6raLUj9?usp=sharing)\n",
+ "4. CodeLlama 34b 2x faster [A100 on Colab](https://colab.research.google.com/drive/1y7A0AxE3y8gdj4AVkl2aZX47Xu3P1wJT?usp=sharing)\n",
+ "5. Mistral 7b [free Kaggle version](https://www.kaggle.com/code/danielhanchen/kaggle-mistral-7b-unsloth-notebook)\n",
+ "6. We also did a [blog](https://huggingface.co/blog/unsloth-trl) with 🤗 HuggingFace, and we're in the TRL [docs](https://huggingface.co/docs/trl/main/en/sft_trainer#accelerate-fine-tuning-2x-using-unsloth)!\n",
+ "7. `ChatML` for ShareGPT datasets, [conversational notebook](https://colab.research.google.com/drive/1Aau3lgPzeZKQ-98h69CCu1UJcvIBLmy2?usp=sharing)\n",
+ "8. Text completions like novel writing [notebook](https://colab.research.google.com/drive/1ef-tab5bhkvWmBOObepl1WgJvfvSzn5Q?usp=sharing)\n",
+ "\n",
+ "<div class=\"align-center\">\n",
+ " <a href=\"https://github.com/unslothai/unsloth\"><img src=\"https://github.com/unslothai/unsloth/raw/main/images/unsloth%20new%20logo.png\" width=\"115\"></a>\n",
+ " <a href=\"https://discord.gg/u54VK8m8tk\"><img src=\"https://github.com/unslothai/unsloth/raw/main/images/Discord.png\" width=\"145\"></a>\n",
+ " <a href=\"https://ko-fi.com/unsloth\"><img src=\"https://github.com/unslothai/unsloth/raw/main/images/Kofi button.png\" width=\"145\"></a></a> Support our work if you can! Thanks!\n",
+ "</div>"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {
+ "id": "zmdJjv6-GarM"
+ },
+ "outputs": [],
+ "source": [
+ "# from google.colab import runtime\n",
+ "# runtime.unassign()"
+ ]
+ }
+ ],
+ "metadata": {
+ "accelerator": "GPU",
+ "colab": {
+ "gpuType": "A100",
+ "machine_shape": "hm",
+ "provenance": []
+ },
+ "kernelspec": {
+ "display_name": "Python 3",
+ "name": "python3"
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