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requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n", " Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m215.3/215.3 KB\u001b[0m \u001b[31m17.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25h Building wheel for peft (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m84.2/84.2 MB\u001b[0m \u001b[31m21.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25h" ] } ], "source": [ "!pip -q install datasets loralib sentencepiece\n", "!pip -q install git+https://github.com/huggingface/transformers # need to install from github\n", "!pip -q install git+https://github.com/huggingface/peft.git\n", "!pip -q install bitsandbytes" ] }, { "cell_type": "code", "source": [ "import torch\n", "from peft import PeftModel, PeftConfig\n", "from transformers import AutoModelForCausalLM, AutoTokenizer, GenerationConfig\n", "import textwrap\n", "\n", "peft_model_id = \"nomic-ai/gpt4all-lora\"\n", "config = PeftConfig.from_pretrained(peft_model_id)\n", "\n", "model = AutoModelForCausalLM.from_pretrained(config.base_model_name_or_path, \n", " return_dict=True, \n", " load_in_8bit=True, \n", " device_map='auto')\n", "\n", "tokenizer = AutoTokenizer.from_pretrained(config.base_model_name_or_path)\n", "\n", "# Load the Lora model\n", "model = PeftModel.from_pretrained(model, peft_model_id)" ], "metadata": { "id": "vH2-YRnRSN98", "colab": { "base_uri": "https://localhost:8080/", "height": 800, "referenced_widgets": [ "5c21cb6d448943a79065d1afb487d075", "75151032dfe747e8a72363dca6d91e1a", "cb9cdc10c00d4fdfae8dc9c4df1e3cc4", "97037f9c8ac447d991d68af731fa18d6", "968064f7c991455995a028cba5ea7229", "7b7c88b65d824e498c1d752ab8f83dcb", "699058f7ba554a8793aae84077e05700", "c60ad01dc47a4161b99d7fb8c1d8c83c", "e44507837bfc48cb8d9df915bcc83d5e", "423b3fcfff6e406fa058f79430ead65f", 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"output_type": "stream", "name": "stdout", "text": [ "\n", "===================================BUG REPORT===================================\n", "Welcome to bitsandbytes. For bug reports, please submit your error trace to: https://github.com/TimDettmers/bitsandbytes/issues\n", "================================================================================\n", "CUDA_SETUP: WARNING! libcudart.so not found in any environmental path. Searching /usr/local/cuda/lib64...\n", "CUDA SETUP: CUDA runtime path found: /usr/local/cuda/lib64/libcudart.so\n", "CUDA SETUP: Highest compute capability among GPUs detected: 8.0\n", "CUDA SETUP: Detected CUDA version 118\n", "CUDA SETUP: Loading binary /usr/local/lib/python3.9/dist-packages/bitsandbytes/libbitsandbytes_cuda118.so...\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.9/dist-packages/bitsandbytes/cuda_setup/main.py:136: UserWarning: /usr/lib64-nvidia did not contain libcudart.so as expected! Searching further paths...\n", " warn(msg)\n", "/usr/local/lib/python3.9/dist-packages/bitsandbytes/cuda_setup/main.py:136: UserWarning: WARNING: The following directories listed in your path were found to be non-existent: {PosixPath('/sys/fs/cgroup/memory.events /var/colab/cgroup/jupyter-children/memory.events')}\n", " warn(msg)\n", "/usr/local/lib/python3.9/dist-packages/bitsandbytes/cuda_setup/main.py:136: UserWarning: WARNING: The following directories listed in your path were found to be non-existent: {PosixPath('--listen_host=172.28.0.12 --target_host=172.28.0.12 --tunnel_background_save_url=https'), PosixPath('//colab.research.google.com/tun/m/cc48301118ce562b961b3c22d803539adc1e0c19/gpu-a100-s-2e0d51ad7e354 --tunnel_background_save_delay=10s --tunnel_periodic_background_save_frequency=30m0s --enable_output_coalescing=true --output_coalescing_required=true')}\n", " warn(msg)\n", "/usr/local/lib/python3.9/dist-packages/bitsandbytes/cuda_setup/main.py:136: UserWarning: WARNING: The following directories listed in your path were found to be non-existent: {PosixPath('/env/python')}\n", " warn(msg)\n", "/usr/local/lib/python3.9/dist-packages/bitsandbytes/cuda_setup/main.py:136: UserWarning: WARNING: The following directories listed in your path were found to be non-existent: {PosixPath('//ipykernel.pylab.backend_inline'), PosixPath('module')}\n", " warn(msg)\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "Downloading (…)/adapter_config.json: 0%| | 0.00/352 [00:00