{ "cells": [ { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[33mDEPRECATION: Loading egg at /apps/python/3.12.0/lib/python3.12/site-packages/flann-1.9.2-py3.12.egg is deprecated. pip 24.3 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\u001b[0m\u001b[33m\n", "\u001b[0mRequirement already satisfied: datasets in /scratch3/nic261/environments/cxrmate2_torch-2.1.1/lib/python3.12/site-packages (2.20.0)\n", "Requirement already satisfied: filelock in /apps/python/3.12.0/lib/python3.12/site-packages (from datasets) (3.12.4)\n", "Requirement already satisfied: numpy>=1.17 in /apps/python/3.12.0/lib/python3.12/site-packages (from datasets) (1.26.4)\n", "Requirement already satisfied: pyarrow>=15.0.0 in /scratch3/nic261/environments/cxrmate2_torch-2.1.1/lib/python3.12/site-packages (from datasets) (17.0.0)\n", "Requirement already satisfied: pyarrow-hotfix in /apps/python/3.12.0/lib/python3.12/site-packages (from datasets) (0.6)\n", "Requirement already satisfied: dill<0.3.9,>=0.3.0 in /apps/python/3.12.0/lib/python3.12/site-packages (from datasets) (0.3.7)\n", "Requirement already satisfied: pandas in /scratch3/nic261/environments/cxrmate2_torch-2.1.1/lib/python3.12/site-packages (from datasets) (2.2.2)\n", "Requirement already satisfied: requests>=2.32.2 in /scratch3/nic261/environments/cxrmate2_torch-2.1.1/lib/python3.12/site-packages (from datasets) (2.32.3)\n", "Requirement already satisfied: tqdm>=4.66.3 in /scratch3/nic261/environments/cxrmate2_torch-2.1.1/lib/python3.12/site-packages (from datasets) (4.66.4)\n", "Requirement already satisfied: xxhash in /apps/python/3.12.0/lib/python3.12/site-packages (from datasets) (3.4.1)\n", "Requirement already satisfied: multiprocess in /apps/python/3.12.0/lib/python3.12/site-packages (from datasets) (0.70.15)\n", "Requirement already satisfied: fsspec<=2024.5.0,>=2023.1.0 in /apps/python/3.12.0/lib/python3.12/site-packages (from fsspec[http]<=2024.5.0,>=2023.1.0->datasets) (2023.9.2)\n", "Requirement already satisfied: aiohttp in /apps/python/3.12.0/lib/python3.12/site-packages (from datasets) (3.9.0)\n", "Requirement already satisfied: huggingface-hub>=0.21.2 in /apps/python/3.12.0/lib/python3.12/site-packages (from datasets) (0.23.4)\n", "Requirement already satisfied: packaging in /apps/python/3.12.0/lib/python3.12/site-packages (from datasets) (23.2)\n", "Requirement already satisfied: pyyaml>=5.1 in /apps/python/3.12.0/lib/python3.12/site-packages (from datasets) (6.0.1)\n", "Requirement already satisfied: attrs>=17.3.0 in /apps/python/3.12.0/lib/python3.12/site-packages (from aiohttp->datasets) (23.1.0)\n", "Requirement already satisfied: multidict<7.0,>=4.5 in /apps/python/3.12.0/lib/python3.12/site-packages (from aiohttp->datasets) (6.0.4)\n", "Requirement already satisfied: yarl<2.0,>=1.0 in /apps/python/3.12.0/lib/python3.12/site-packages (from aiohttp->datasets) (1.9.2)\n", "Requirement already satisfied: frozenlist>=1.1.1 in /apps/python/3.12.0/lib/python3.12/site-packages (from aiohttp->datasets) (1.4.0)\n", "Requirement already satisfied: aiosignal>=1.1.2 in /apps/python/3.12.0/lib/python3.12/site-packages (from aiohttp->datasets) (1.3.1)\n", "Requirement already satisfied: typing-extensions>=3.7.4.3 in /home/nic261/.local/lib/python3.12/site-packages (from huggingface-hub>=0.21.2->datasets) (4.12.0)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /apps/python/3.12.0/lib/python3.12/site-packages (from requests>=2.32.2->datasets) (3.3.2)\n", "Requirement already satisfied: idna<4,>=2.5 in /apps/python/3.12.0/lib/python3.12/site-packages (from requests>=2.32.2->datasets) (3.4)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /apps/python/3.12.0/lib/python3.12/site-packages (from requests>=2.32.2->datasets) (2.0.6)\n", "Requirement already satisfied: certifi>=2017.4.17 in /apps/python/3.12.0/lib/python3.12/site-packages (from requests>=2.32.2->datasets) (2024.7.4)\n", "Requirement already satisfied: python-dateutil>=2.8.2 in /apps/python/3.12.0/lib/python3.12/site-packages (from pandas->datasets) (2.8.2)\n", "Requirement already satisfied: pytz>=2020.1 in /apps/python/3.12.0/lib/python3.12/site-packages (from pandas->datasets) (2023.3.post1)\n", "Requirement already satisfied: tzdata>=2022.7 in /apps/python/3.12.0/lib/python3.12/site-packages (from pandas->datasets) (2023.3)\n", "Requirement already satisfied: six>=1.5 in /apps/python/3.12.0/lib/python3.12/site-packages (from python-dateutil>=2.8.2->pandas->datasets) (1.16.0)\n", "\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.1.2\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.2\u001b[0m\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n" ] } ], "source": [ "!pip install datasets" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[33mDEPRECATION: Loading egg at /apps/python/3.12.0/lib/python3.12/site-packages/flann-1.9.2-py3.12.egg is deprecated. pip 24.3 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\u001b[0m\u001b[33m\n", "\u001b[0mRequirement already satisfied: timm in /scratch3/nic261/environments/cxrmate2_torch-2.1.1/lib/python3.12/site-packages (1.0.7)\n", "Collecting torch (from timm)\n", " Using cached torch-2.4.0-cp312-cp312-manylinux1_x86_64.whl.metadata (26 kB)\n", "Requirement already satisfied: torchvision in /apps/python/3.12.0/lib/python3.12/site-packages (from timm) (0.16.0)\n", "Requirement already satisfied: pyyaml in /apps/python/3.12.0/lib/python3.12/site-packages (from timm) (6.0.1)\n", "Requirement already satisfied: huggingface_hub in /apps/python/3.12.0/lib/python3.12/site-packages (from timm) (0.23.4)\n", "Requirement already satisfied: safetensors in /apps/python/3.12.0/lib/python3.12/site-packages (from timm) (0.4.3)\n", "Requirement already satisfied: filelock in /apps/python/3.12.0/lib/python3.12/site-packages (from huggingface_hub->timm) (3.12.4)\n", "Requirement already satisfied: fsspec>=2023.5.0 in /apps/python/3.12.0/lib/python3.12/site-packages (from huggingface_hub->timm) (2023.9.2)\n", "Requirement already satisfied: packaging>=20.9 in /apps/python/3.12.0/lib/python3.12/site-packages (from huggingface_hub->timm) (23.2)\n", "Requirement already satisfied: requests in /scratch3/nic261/environments/cxrmate2_torch-2.1.1/lib/python3.12/site-packages (from huggingface_hub->timm) (2.32.3)\n", "Requirement already satisfied: tqdm>=4.42.1 in /scratch3/nic261/environments/cxrmate2_torch-2.1.1/lib/python3.12/site-packages (from huggingface_hub->timm) (4.66.4)\n", "Requirement already satisfied: typing-extensions>=3.7.4.3 in /home/nic261/.local/lib/python3.12/site-packages (from huggingface_hub->timm) (4.12.0)\n", "Requirement already satisfied: sympy in /apps/python/3.12.0/lib/python3.12/site-packages (from torch->timm) (1.12)\n", "Requirement already satisfied: networkx in /apps/python/3.12.0/lib/python3.12/site-packages (from torch->timm) (3.1)\n", "Requirement already satisfied: jinja2 in /apps/python/3.12.0/lib/python3.12/site-packages (from torch->timm) (3.1.2)\n", "Requirement already satisfied: setuptools in /apps/python/3.12.0/lib/python3.12/site-packages (from torch->timm) (68.2.2)\n", "Collecting nvidia-cuda-nvrtc-cu12==12.1.105 (from torch->timm)\n", " Using cached nvidia_cuda_nvrtc_cu12-12.1.105-py3-none-manylinux1_x86_64.whl.metadata (1.5 kB)\n", "Collecting nvidia-cuda-runtime-cu12==12.1.105 (from torch->timm)\n", " Using cached nvidia_cuda_runtime_cu12-12.1.105-py3-none-manylinux1_x86_64.whl.metadata (1.5 kB)\n", "Collecting nvidia-cuda-cupti-cu12==12.1.105 (from torch->timm)\n", " Using cached nvidia_cuda_cupti_cu12-12.1.105-py3-none-manylinux1_x86_64.whl.metadata (1.6 kB)\n", "Collecting nvidia-cudnn-cu12==9.1.0.70 (from torch->timm)\n", " Using cached nvidia_cudnn_cu12-9.1.0.70-py3-none-manylinux2014_x86_64.whl.metadata (1.6 kB)\n", "Collecting nvidia-cublas-cu12==12.1.3.1 (from torch->timm)\n", " Using cached nvidia_cublas_cu12-12.1.3.1-py3-none-manylinux1_x86_64.whl.metadata (1.5 kB)\n", "Collecting nvidia-cufft-cu12==11.0.2.54 (from torch->timm)\n", " Using cached nvidia_cufft_cu12-11.0.2.54-py3-none-manylinux1_x86_64.whl.metadata (1.5 kB)\n", "Collecting nvidia-curand-cu12==10.3.2.106 (from torch->timm)\n", " Using cached nvidia_curand_cu12-10.3.2.106-py3-none-manylinux1_x86_64.whl.metadata (1.5 kB)\n", "Collecting nvidia-cusolver-cu12==11.4.5.107 (from torch->timm)\n", " Using cached nvidia_cusolver_cu12-11.4.5.107-py3-none-manylinux1_x86_64.whl.metadata (1.6 kB)\n", "Collecting nvidia-cusparse-cu12==12.1.0.106 (from torch->timm)\n", " Using cached nvidia_cusparse_cu12-12.1.0.106-py3-none-manylinux1_x86_64.whl.metadata (1.6 kB)\n", "Collecting nvidia-nccl-cu12==2.20.5 (from torch->timm)\n", " Using cached nvidia_nccl_cu12-2.20.5-py3-none-manylinux2014_x86_64.whl.metadata (1.8 kB)\n", "Collecting nvidia-nvtx-cu12==12.1.105 (from torch->timm)\n", " Using cached nvidia_nvtx_cu12-12.1.105-py3-none-manylinux1_x86_64.whl.metadata (1.7 kB)\n", "Collecting triton==3.0.0 (from torch->timm)\n", " Using cached triton-3.0.0-1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl.metadata (1.3 kB)\n", "Collecting nvidia-nvjitlink-cu12 (from nvidia-cusolver-cu12==11.4.5.107->torch->timm)\n", " Using cached nvidia_nvjitlink_cu12-12.6.20-py3-none-manylinux2014_x86_64.whl.metadata (1.5 kB)\n", "Requirement already satisfied: numpy in /apps/python/3.12.0/lib/python3.12/site-packages (from torchvision->timm) (1.26.4)\n", "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /scratch3/nic261/environments/cxrmate2_torch-2.1.1/lib/python3.12/site-packages (from torchvision->timm) (10.4.0)\n", "Requirement already satisfied: MarkupSafe>=2.0 in /apps/python/3.12.0/lib/python3.12/site-packages (from jinja2->torch->timm) (2.1.3)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /apps/python/3.12.0/lib/python3.12/site-packages (from requests->huggingface_hub->timm) (3.3.2)\n", "Requirement already satisfied: idna<4,>=2.5 in /apps/python/3.12.0/lib/python3.12/site-packages (from requests->huggingface_hub->timm) (3.4)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /apps/python/3.12.0/lib/python3.12/site-packages (from requests->huggingface_hub->timm) (2.0.6)\n", "Requirement already satisfied: certifi>=2017.4.17 in /apps/python/3.12.0/lib/python3.12/site-packages (from requests->huggingface_hub->timm) (2024.7.4)\n", "Requirement already satisfied: mpmath>=0.19 in /apps/python/3.12.0/lib/python3.12/site-packages (from sympy->torch->timm) (1.3.0)\n", "Using cached torch-2.4.0-cp312-cp312-manylinux1_x86_64.whl (797.2 MB)\n", "Using cached nvidia_cublas_cu12-12.1.3.1-py3-none-manylinux1_x86_64.whl (410.6 MB)\n", "Using cached nvidia_cuda_cupti_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (14.1 MB)\n", "Using cached nvidia_cuda_nvrtc_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (23.7 MB)\n", "Using cached nvidia_cuda_runtime_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (823 kB)\n", "Downloading nvidia_cudnn_cu12-9.1.0.70-py3-none-manylinux2014_x86_64.whl (664.8 MB)\n", "\u001b[2K \u001b[91m━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[91m╸\u001b[0m\u001b[90m━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m388.1/664.8 MB\u001b[0m \u001b[31m182.3 MB/s\u001b[0m eta \u001b[36m0:00:02\u001b[0m^C\n", "\u001b[2K \u001b[91m━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[90m╺\u001b[0m\u001b[90m━━━━━━━━━━━━━━━\u001b[0m \u001b[32m392.1/664.8 MB\u001b[0m \u001b[31m312.1 MB/s\u001b[0m eta \u001b[36m0:00:01\u001b[0m\n", "\u001b[?25h\u001b[31mERROR: Operation cancelled by user\u001b[0m\u001b[31m\n", "\u001b[0m\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.1.2\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.2\u001b[0m\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n" ] } ], "source": [ "!pip install timm" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[33mDEPRECATION: Loading egg at /apps/python/3.12.0/lib/python3.12/site-packages/flann-1.9.2-py3.12.egg is deprecated. pip 24.3 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\u001b[0m\u001b[33m\n", "\u001b[0mRequirement already satisfied: transformers==4.40.* in /scratch3/nic261/environments/cxrmate2_torch-2.1.1/lib/python3.12/site-packages (4.40.2)\n", "Requirement already satisfied: filelock in /apps/python/3.12.0/lib/python3.12/site-packages (from transformers==4.40.*) (3.12.4)\n", "Requirement already satisfied: huggingface-hub<1.0,>=0.19.3 in /apps/python/3.12.0/lib/python3.12/site-packages (from transformers==4.40.*) (0.23.4)\n", "Requirement already satisfied: numpy>=1.17 in /apps/python/3.12.0/lib/python3.12/site-packages (from transformers==4.40.*) (1.26.4)\n", "Requirement already satisfied: packaging>=20.0 in /apps/python/3.12.0/lib/python3.12/site-packages (from transformers==4.40.*) (23.2)\n", "Requirement already satisfied: pyyaml>=5.1 in /apps/python/3.12.0/lib/python3.12/site-packages (from transformers==4.40.*) (6.0.1)\n", "Requirement already satisfied: regex!=2019.12.17 in /apps/python/3.12.0/lib/python3.12/site-packages (from transformers==4.40.*) (2023.10.3)\n", "Requirement already satisfied: requests in /scratch3/nic261/environments/cxrmate2_torch-2.1.1/lib/python3.12/site-packages (from transformers==4.40.*) (2.32.3)\n", "Requirement already satisfied: tokenizers<0.20,>=0.19 in /apps/python/3.12.0/lib/python3.12/site-packages (from transformers==4.40.*) (0.19.1)\n", "Requirement already satisfied: safetensors>=0.4.1 in /apps/python/3.12.0/lib/python3.12/site-packages (from transformers==4.40.*) (0.4.3)\n", "Requirement already satisfied: tqdm>=4.27 in /scratch3/nic261/environments/cxrmate2_torch-2.1.1/lib/python3.12/site-packages (from transformers==4.40.*) (4.66.4)\n", "Requirement already satisfied: fsspec>=2023.5.0 in /apps/python/3.12.0/lib/python3.12/site-packages (from huggingface-hub<1.0,>=0.19.3->transformers==4.40.*) (2023.9.2)\n", "Requirement already satisfied: typing-extensions>=3.7.4.3 in /home/nic261/.local/lib/python3.12/site-packages (from huggingface-hub<1.0,>=0.19.3->transformers==4.40.*) (4.12.0)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /apps/python/3.12.0/lib/python3.12/site-packages (from requests->transformers==4.40.*) (3.3.2)\n", "Requirement already satisfied: idna<4,>=2.5 in /apps/python/3.12.0/lib/python3.12/site-packages (from requests->transformers==4.40.*) (3.4)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /apps/python/3.12.0/lib/python3.12/site-packages (from requests->transformers==4.40.*) (2.0.6)\n", "Requirement already satisfied: certifi>=2017.4.17 in /apps/python/3.12.0/lib/python3.12/site-packages (from requests->transformers==4.40.*) (2024.7.4)\n", "\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.1.2\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.2\u001b[0m\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n" ] } ], "source": [ "!pip install transformers==4.40.*" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "import datasets\n", "import torch\n", "from torch.utils.data import DataLoader\n", "import transformers\n", "from torchvision.transforms import v2\n", "from huggingface_hub import notebook_login\n", "from huggingface_hub import HfApi\n", "\n", "# For displaying:\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('2.1.1', '4.40.2')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "torch.__version__, transformers.__version__" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "mbatch_size = 2" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Device:\n", "if torch.backends.mps.is_available():\n", " device = torch.device('mps')\n", "elif torch.cuda.is_available():\n", " device = torch.device('cuda')\n", "else:\n", " device = torch.device('cpu')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/apps/python/3.12.0/lib/python3.12/site-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", "/apps/python/3.12.0/lib/python3.12/site-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": [ "# Load model:\n", "tokenizer = transformers.AutoTokenizer.from_pretrained('aehrc/cxrmate-rrg24')\n", "model = transformers.AutoModel.from_pretrained('aehrc/cxrmate-rrg24', trust_remote_code=True).to(device=device)\n", "model.eval()\n", "\n", "transforms = v2.Compose(\n", " [\n", " v2.PILToTensor(),\n", " v2.Grayscale(num_output_channels=3),\n", " v2.Resize(size=model.config.encoder.image_size, antialias=True),\n", " v2.CenterCrop(size=[model.config.encoder.image_size]*2),\n", " v2.ToDtype(torch.float32, scale=True),\n", " v2.Normalize(mean=model.config.encoder.image_mean, std=model.config.encoder.image_std),\n", " ]\n", ")\n", " " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# HF token for accessing the dataset:\n", "api = HfApi()\n", "try:\n", " user_info = api.whoami()\n", " if not user_info:\n", " print(\"No user token found. Please log in.\")\n", " notebook_login()\n", " user_info = api.whoami()\n", "except Exception as e:\n", " print(f\"An unexpected error occurred: {e}\")\n", " notebook_login()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/apps/python/3.12.0/lib/python3.12/site-packages/numpy/core/getlimits.py:549: UserWarning: The value of the smallest subnormal for type is zero.\n", " setattr(self, word, getattr(machar, word).flat[0])\n", "/apps/python/3.12.0/lib/python3.12/site-packages/numpy/core/getlimits.py:89: UserWarning: The value of the smallest subnormal for type is zero.\n", " return self._float_to_str(self.smallest_subnormal)\n", "/apps/python/3.12.0/lib/python3.12/site-packages/numpy/core/getlimits.py:549: UserWarning: The value of the smallest subnormal for type is zero.\n", " setattr(self, word, getattr(machar, word).flat[0])\n", "/apps/python/3.12.0/lib/python3.12/site-packages/numpy/core/getlimits.py:89: UserWarning: The value of the smallest subnormal for type is zero.\n", " return self._float_to_str(self.smallest_subnormal)\n" ] } ], "source": [ "# Data:\n", "dataset = datasets.load_dataset('StanfordAIMI/interpret-cxr-test-public', token=True)['test']\n", "\n", "def transform_batch(batch):\n", " batch['images'] = [torch.stack([transforms(j) for j in i]) for i in batch['images']]\n", " batch['images'] = torch.nn.utils.rnn.pad_sequence(batch['images'], batch_first=True, padding_value=0.0) \n", " return batch\n", "\n", "dataset = dataset.with_transform(transform_batch)\n", "dataloader = DataLoader(dataset, batch_size=mbatch_size, shuffle=True)\n", "batch = next(iter(dataloader))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'Study 1:'" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "'Study 2:'" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display images:\n", "for i, j in enumerate(batch['images']):\n", " display(f'Study {i+1}:')\n", " for k in j:\n", " if not torch.all(k == 0):\n", " image = k.numpy()\n", " for channel in range(image.shape[0]):\n", " image[channel] -= image[channel].min()\n", " image[channel] /= image[channel].max()\n", " image = (image * 255).astype(np.uint8)\n", " plt.imshow(image.transpose(1, 2, 0), cmap='gray')\n", " plt.axis('off')\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Findings:\n", "\tIt is compared with the radiograph from november 5, 2020. no significant changes are observed in relation to the previous study. the right pleural effusion and the left pleural effusion are not present in the previous study. no additional consolidations are observed.\n", "\n", "Findings:\n", "\t reported study compared to the 2nd chest x-ray 15 03 2020. no pulmonary consolidations are identified in the current x-ray. cardiomedastinal silhouette and pulmonary hila of normal size and morphology. there are no radiological signs of pleural effusion. no other alterations in lung parenchyma are observed. no other significant findings. marked scoliosis of the thoracolumbar spine.\n", "\n" ] } ], "source": [ "# Generate findings only:\n", "output_ids = model.generate(\n", " pixel_values=batch['images'].to(device=device),\n", " max_length=512,\n", " num_beams=4,\n", " do_sample=True,\n", " temperature=1.2,\n", " bad_words_ids=[[tokenizer.convert_tokens_to_ids('[NF]')]],\n", " eos_token_id=tokenizer.sep_token_id\n", ")\n", "findings, impression = model.split_and_decode_sections(output_ids, tokenizer)\n", "_ = [print(f'Findings:\\n\\t{i}\\n') for i in findings]" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Impression:\n", "\t1. SINGLE FRONTAL VIEW OF THE CHEST DEMONSTRATES NO EVIDENCE OF PNEUMOTHORAX. 2. STABLE CARDIOMEGALY. 3. STABLE SMALL BILATERAL PLEURAL EFFUSIONS. 4. LEFT MID LUNG OPACITY, WHICH MAY REPRESENT ATELECTASIS, INFECTION, OR ASPIRATION. 5. STABLE LEFT PERIHILAR OPACITY, WHICH MAY REPRESENT ATELECTASIS, CONSOLIDATION, OR ASPIRATION. 6. STABLE SMALL LEFT PLEURAL EFFUSION.\n", "\n", "Impression:\n", "\t from cardiac silhouette. The right lung is clear and there is no pleural effusion. The findings were discussed with Dr ___ at 17:00 on the room of the exam by Dr ___\n", "\n" ] } ], "source": [ "# Generate impression only:\n", "output_ids = model.generate(\n", " pixel_values=batch['images'].to(device=device),\n", " max_length=512,\n", " num_beams=4,\n", " do_sample=True,\n", " temperature=1.2,\n", " bad_words_ids=[[tokenizer.convert_tokens_to_ids('[NI]')]],\n", " input_ids=torch.tensor([[tokenizer.bos_token_id, tokenizer.convert_tokens_to_ids('[NF]'), tokenizer.sep_token_id]]*mbatch_size, device=device, dtype=torch.long),\n", ")\n", "findings, impression = model.split_and_decode_sections(output_ids, tokenizer)\n", "_ = [print(f'Impression:\\n\\t{i}\\n') for i in impression]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Findings:\n", "\tBilateral pulmonary opacities predominantly in the left upper lung field. alveolar opacity in the left lower lobe. cardiomegaly. pinching of the left costophrenic sinus. no other alterations in the right lung. to be correlated with clinical findings. right pleural effusion. no pneumothorax. conclusion: findings are consistent with covid-19. increase in size of the left pleural effusion compared to the study of the date. right pleural effusion. cardiomedastinal silhouette and pulmonary hila of normal size and morphology. no alterations in the left lung. no alterations in the right lung parenchyma and in the left upper lung field. left pleural effusion. no other alterations. conclusion: findings suggestive of bilateral covid-19 pneumonia. suspicion of left pleural effusion. indeterminate findings of covid-19 infection. to be correlated with clinical findings and progression of the left pleural effusion. no pleural effusion in the right lung field. infiltrate in the left lung field and in the left upper lung field. findings suggestive of bilateral bronchopneumonia. evolutionary control is recommended. compared to the study of the date, the right pleural effusion is smaller. persistence of the left pleural effusion and left lung atelectasis. conclusion: pinching of the right and left pulmonary infiltrates. slight improvement of the left lung involvement. 8 cm pulmonary nodule in the left upper lung field and in the left lower lung field. pulmonary parenchyma with alveolar opacities in the left upper lung field and in the left lower lung field. central line with distal end in the right atrium. it is recommended to repeat the chest x-ray in april 20, especially in the current study, in which a mild progression of the left pleural effusion and bilateral pulmonary infiltrates is suggestive of covid-19. no pleural effusion in the right hemithorax. we cannot rule out a pulmonary nodule in the left upper lung field. we recommend a follow-up for covid-19. we will complete the evaluation with other radiographs. right pleural effusion. no right pulmonary infiltrates are observed. bilateral pulmonary infiltrates predominantly on the left side, at least in the left upper and lower lobes, consistent with pulmonary infiltrates. no pneumothorax is observed. slight radiological improvement of the left pleural effusion. bilateral bronchopneumonia and pulmonary edema to be ruled out of the alveolar infiltrates that are worse than in the radiograph compared to the chest x-ray from the 8th to the date. left pleural effusion. cardiomedastinal silhouette with normal heart size. no pleural effusion. small bilateral infiltrates predominantly on the left more than in the previous x-ray in april of this year.\n", "Impression:\n", "\t\n", "\n", "Findings:\n", "\t rotated study of the left hemithorax. no areas of airspace consolidation are observed. no pleural effusion. cardiomedastinal silhouette within normality. no pleural effusion. left rib fracture of undetermined chronicity. left rib fracture at the edge of the anterior arch of the 6th and 8th ribs with displacement in relation to already known as Fracture of the 4th and 5th left ribs. no right pneumothorax. no pleural effusion. no right lung contusion. right rib fracture callus at the level of the 6th and 8th left rib that was already present in previous studies from 2019. no pleural effusion. no pleural effusion. normal cardiomedastinal silhouette. no lung consolidations are identified in the included bone structures. no pneumothorax. no pleural effusion. left rib fracture callus at the level of the 6th and 8th left rib that does not suggest covid pneumonia. left rib fracture calluses. no pleural effusion. left rib fracture callus at the level of the 6th and 8th left rib suggestive of healing fractures in the posterior arches of the 6th and 8th ribs without signs of pleural effusion at least on the date, which could be subacute or acute displaced fractures of the left rib and left posterior fifth and sixth lateral arch. no other bone or soft tissue alterations in the chest. bilateral interstitial pulmonary edema predominantly in the left lung. Sequelae of right clavicular fracture. no pleural effusion. conclusion: no typical findings of covid pneumonia. to be correlated with clinical examination and the rest of the examination was obtained in posteroanterior and lateral views. it is compared with a previous chest radiograph from date date date date date. right rib fracture calluses. left rib fracture calluses. no pleural effusion in other hemithorax. small right pneumothorax. right rib fracture calluses. improvement in the left lung involvement due to previous chest x-ray from 7 6 2015. right rib fracture calluses. no pleural effusion. cardiomedastinal silhouette within normal limits. bilateral interstitial pulmonary edema. right rib fracture calluses. study in the chest, chest x-ray shows no pneumothorax observed. resolution of the subcutaneous emphysema. left rib fracture calluses. cardiomedastinal silhouette within normality. right pleural effusion without pulmonary consolidations. right pleural effusion without other findings. small pneumothorax at the left lung base. Bilateral pleural thickening predominantly on the right side, see CT scan report from 14 2 2021. right rib fracture calluses. Infiltrate in the left lung field. left pleural effusion. cardiomedastinal silhouette within normality. aortic elongation. right rib fracture calluses. probable right pleural effusion\n", "Impression:\n", "\t\n", "\n" ] } ], "source": [ "# Generate both sections:\n", "output_ids = model.generate(\n", " pixel_values=batch['images'].to(device=device),\n", " max_length=512,\n", " num_beams=4,\n", " do_sample=True,\n", " temperature=1.2,\n", " bad_words_ids=[[tokenizer.convert_tokens_to_ids('[NF]')], [tokenizer.convert_tokens_to_ids('[NI]')]],\n", ")\n", "findings, impression = model.split_and_decode_sections(output_ids, tokenizer)\n", "_ = [print(f'Findings:\\n\\t{i}\\nImpression:\\n\\t{j}\\n') for i,j in zip(findings, impression)]" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.0" } }, "nbformat": 4, "nbformat_minor": 2 }