From b6a83da9d41424b70c9ec4f14ebf25ba8491db8c Mon Sep 17 00:00:00 2001 From: YunLiu <55491388+KumoLiu@users.noreply.github.com> Date: Thu, 22 Feb 2024 14:11:57 +0800 Subject: [PATCH] fix #1649 Signed-off-by: YunLiu <55491388+KumoLiu@users.noreply.github.com> --- 2d_classification/mednist_tutorial.ipynb | 98 +++++++++++++----------- 2d_classification/monai_101.ipynb | 76 +++++++++++------- 2 files changed, 102 insertions(+), 72 deletions(-) diff --git a/2d_classification/mednist_tutorial.ipynb b/2d_classification/mednist_tutorial.ipynb index cf9a4c590a..d707f11158 100644 --- a/2d_classification/mednist_tutorial.ipynb +++ b/2d_classification/mednist_tutorial.ipynb @@ -38,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -56,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": { "tags": [] }, @@ -65,29 +65,32 @@ "name": "stdout", "output_type": "stream", "text": [ - "MONAI version: 1.1.0+2.g97918e46\n", + "MONAI version: 1.3.0\n", "Numpy version: 1.22.2\n", - "Pytorch version: 1.13.0a0+d0d6b1f\n", - "MONAI flags: HAS_EXT = False, USE_COMPILED = False, USE_META_DICT = False\n", - "MONAI rev id: 97918e46e0d2700c050e678d72e3edb35afbd737\n", - "MONAI __file__: /workspace/monai/monai-in-dev/monai/__init__.py\n", + "Pytorch version: 2.1.0a0+29c30b1\n", + "MONAI flags: HAS_EXT = True, USE_COMPILED = False, USE_META_DICT = False\n", + "MONAI rev id: 865972f7a791bf7b42efbcd87c8402bd865b329e\n", + "MONAI __file__: /opt/monai/monai/__init__.py\n", "\n", "Optional dependencies:\n", - "Pytorch Ignite version: 0.4.10\n", - "Nibabel version: 4.0.2\n", - "scikit-image version: 0.19.3\n", - "Pillow version: 9.0.1\n", - "Tensorboard version: 2.10.1\n", - "gdown version: 4.6.0\n", - "TorchVision version: 0.14.0a0\n", - "tqdm version: 4.64.1\n", - "lmdb version: 1.3.0\n", - "psutil version: 5.9.2\n", - "pandas version: 1.4.4\n", - "einops version: 0.6.0\n", + "Pytorch Ignite version: 0.4.11\n", + "ITK version: 5.3.0\n", + "Nibabel version: 5.1.0\n", + "scikit-image version: 0.22.0\n", + "scipy version: 1.11.1\n", + "Pillow version: 9.2.0\n", + "Tensorboard version: 2.9.0\n", + "gdown version: 4.7.1\n", + "TorchVision version: 0.16.0a0\n", + "tqdm version: 4.65.0\n", + "lmdb version: 1.4.1\n", + "psutil version: 5.9.4\n", + "pandas version: 1.5.2\n", + "einops version: 0.6.1\n", "transformers version: 4.21.3\n", - "mlflow version: 2.0.1\n", + "mlflow version: 2.7.1\n", "pynrrd version: 1.0.0\n", + "clearml version: 1.13.1\n", "\n", "For details about installing the optional dependencies, please visit:\n", " https://docs.monai.io/en/latest/installation.html#installing-the-recommended-dependencies\n", @@ -102,6 +105,7 @@ "import matplotlib.pyplot as plt\n", "import PIL\n", "import torch\n", + "from torch.utils.tensorboard import SummaryWriter\n", "import numpy as np\n", "from sklearn.metrics import classification_report\n", "\n", @@ -139,7 +143,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": { "tags": [] }, @@ -148,7 +152,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "/workspace/data\n" + "/workspace/Data\n" ] } ], @@ -176,7 +180,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": { "tags": [] }, @@ -200,7 +204,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -220,7 +224,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": { "tags": [] }, @@ -267,12 +271,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -304,7 +308,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": { "tags": [] }, @@ -349,7 +353,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -372,7 +376,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -415,7 +419,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -450,6 +454,7 @@ "best_metric_epoch = -1\n", "epoch_loss_values = []\n", "metric_values = []\n", + "writer = SummaryWriter()\n", "\n", "for epoch in range(max_epochs):\n", " print(\"-\" * 10)\n", @@ -468,6 +473,7 @@ " epoch_loss += loss.item()\n", " print(f\"{step}/{len(train_ds) // train_loader.batch_size}, \" f\"train_loss: {loss.item():.4f}\")\n", " epoch_len = len(train_ds) // train_loader.batch_size\n", + " writer.add_scalar(\"train_loss\", loss.item(), epoch_len * epoch + step)\n", " epoch_loss /= step\n", " epoch_loss_values.append(epoch_loss)\n", " print(f\"epoch {epoch + 1} average loss: {epoch_loss:.4f}\")\n", @@ -504,8 +510,10 @@ " f\" best AUC: {best_metric:.4f}\"\n", " f\" at epoch: {best_metric_epoch}\"\n", " )\n", + " writer.add_scalar(\"val_accuracy\", acc_metric, epoch + 1)\n", "\n", - "print(f\"train completed, best_metric: {best_metric:.4f} \" f\"at epoch: {best_metric_epoch}\")" + "print(f\"train completed, best_metric: {best_metric:.4f} \" f\"at epoch: {best_metric_epoch}\")\n", + "writer.close()" ] }, { @@ -517,12 +525,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -561,7 +569,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -583,7 +591,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": { "tags": [] }, @@ -594,15 +602,15 @@ "text": [ " precision recall f1-score support\n", "\n", - " AbdomenCT 0.9940 0.9940 0.9940 995\n", - " BreastMRI 0.9932 0.9955 0.9943 880\n", - " CXR 0.9980 0.9949 0.9964 982\n", - " ChestCT 0.9941 1.0000 0.9971 1014\n", - " Hand 0.9962 0.9895 0.9928 1048\n", - " HeadCT 0.9949 0.9969 0.9959 976\n", + " AbdomenCT 0.9930 0.9920 0.9925 995\n", + " BreastMRI 0.9966 0.9932 0.9949 880\n", + " CXR 1.0000 0.9959 0.9980 982\n", + " ChestCT 0.9912 1.0000 0.9956 1014\n", + " Hand 0.9971 0.9914 0.9943 1048\n", + " HeadCT 0.9929 0.9980 0.9954 976\n", "\n", " accuracy 0.9951 5895\n", - " macro avg 0.9950 0.9951 0.9951 5895\n", + " macro avg 0.9951 0.9951 0.9951 5895\n", "weighted avg 0.9951 0.9951 0.9951 5895\n", "\n" ] @@ -623,7 +631,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -648,7 +656,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.13" + "version": "3.10.12" } }, "nbformat": 4, diff --git a/2d_classification/monai_101.ipynb b/2d_classification/monai_101.ipynb index 61ccd55864..ea018fb621 100644 --- a/2d_classification/monai_101.ipynb +++ b/2d_classification/monai_101.ipynb @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -57,14 +57,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/usr/local/lib/python3.8/dist-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + "/usr/local/lib/python3.10/dist-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] }, @@ -72,30 +72,32 @@ "name": "stdout", "output_type": "stream", "text": [ - "MONAI version: 1.2.0rc4+21.g7f067564\n", + "MONAI version: 1.3.0\n", "Numpy version: 1.22.2\n", - "Pytorch version: 2.0.0a0+1767026\n", - "MONAI flags: HAS_EXT = False, USE_COMPILED = False, USE_META_DICT = False\n", - "MONAI rev id: 7f06756472fd5514c3c2f2a6710e3fa4d1748e90\n", - "MONAI __file__: /workspace/monai/monai-in-dev/monai/__init__.py\n", + "Pytorch version: 2.1.0a0+29c30b1\n", + "MONAI flags: HAS_EXT = True, USE_COMPILED = False, USE_META_DICT = False\n", + "MONAI rev id: 865972f7a791bf7b42efbcd87c8402bd865b329e\n", + "MONAI __file__: /opt/monai/monai/__init__.py\n", "\n", "Optional dependencies:\n", "Pytorch Ignite version: 0.4.11\n", "ITK version: 5.3.0\n", "Nibabel version: 5.1.0\n", - "scikit-image version: 0.20.0\n", + "scikit-image version: 0.22.0\n", + "scipy version: 1.11.1\n", "Pillow version: 9.2.0\n", "Tensorboard version: 2.9.0\n", "gdown version: 4.7.1\n", - "TorchVision version: 0.15.0a0\n", + "TorchVision version: 0.16.0a0\n", "tqdm version: 4.65.0\n", "lmdb version: 1.4.1\n", "psutil version: 5.9.4\n", "pandas version: 1.5.2\n", "einops version: 0.6.1\n", "transformers version: 4.21.3\n", - "mlflow version: 2.3.0\n", + "mlflow version: 2.7.1\n", "pynrrd version: 1.0.0\n", + "clearml version: 1.13.1\n", "\n", "For details about installing the optional dependencies, please visit:\n", " https://docs.monai.io/en/latest/installation.html#installing-the-recommended-dependencies\n", @@ -111,12 +113,14 @@ "import sys\n", "import tempfile\n", "import torch\n", + "import ignite\n", "\n", "from monai.apps import MedNISTDataset\n", "from monai.config import print_config\n", "from monai.data import DataLoader\n", - "from monai.engines import SupervisedTrainer\n", - "from monai.handlers import StatsHandler\n", + "from monai.engines import SupervisedTrainer, SupervisedEvaluator\n", + "from monai.handlers import StatsHandler, TensorBoardStatsHandler, ValidationHandler\n", + "from monai.handlers.utils import from_engine\n", "from monai.inferers import SimpleInferer\n", "from monai.networks import eval_mode\n", "from monai.networks.nets import densenet121\n", @@ -139,14 +143,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "/workspace/data\n" + "/workspace/Data\n" ] } ], @@ -171,7 +175,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -205,28 +209,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2023-04-21 15:37:46,567 - INFO - Verified 'MedNIST.tar.gz', md5: 0bc7306e7427e00ad1c5526a6677552d.\n", - "2023-04-21 15:37:46,567 - INFO - File exists: /workspace/data/MedNIST.tar.gz, skipped downloading.\n", - "2023-04-21 15:37:46,568 - INFO - Non-empty folder exists in /workspace/data/MedNIST, skipped extracting.\n" + "2024-02-22 05:34:20,240 - INFO - Verified 'MedNIST.tar.gz', md5: 0bc7306e7427e00ad1c5526a6677552d.\n", + "2024-02-22 05:34:20,241 - INFO - File exists: /workspace/Data/MedNIST.tar.gz, skipped downloading.\n", + "2024-02-22 05:34:20,241 - INFO - Non-empty folder exists in /workspace/Data/MedNIST, skipped extracting.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ - "Loading dataset: 100%|██████████| 47164/47164 [00:18<00:00, 2525.58it/s]\n" + "Loading dataset: 100%|██████████| 47164/47164 [00:19<00:00, 2430.78it/s]\n", + "Loading dataset: 100%|██████████| 5895/5895 [00:02<00:00, 2508.13it/s]\n" ] } ], "source": [ - "dataset = MedNISTDataset(root_dir=root_dir, transform=transform, section=\"training\", download=True)" + "dataset = MedNISTDataset(root_dir=root_dir, transform=transform, section=\"training\", download=True)\n", + "valdata = MedNISTDataset(root_dir=root_dir, transform=transform, section=\"validation\", download=False)" ] }, { @@ -238,12 +244,12 @@ "\n", "To train a model that can perform the classification task, we will use the DenseNet-121 which is known for its performance on the ImageNet dataset.\n", "\n", - "For a typical supervised training workflow, MONAI provides `SupervisedTrainer` to define the hyper-parameters." + "For a typical supervised training workflow, MONAI provides `SupervisedTrainer` to define the hyper-parameters and `SupervisedEvaluator` to track model progress with handlers to save metrics. " ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -251,6 +257,18 @@ "model = densenet121(spatial_dims=2, in_channels=1, out_channels=6).to(\"cuda:0\")\n", "\n", "logging.basicConfig(stream=sys.stdout, level=logging.INFO)\n", + "\n", + "evaluator = SupervisedEvaluator(\n", + " device=torch.device(\"cuda:0\"),\n", + " val_data_loader=DataLoader(valdata, batch_size=512, shuffle=False, num_workers=4),\n", + " network=model,\n", + " inferer=SimpleInferer(),\n", + " key_val_metric={\"val_acc\": ignite.metrics.Accuracy(from_engine([\"pred\", \"label\"]))},\n", + " val_handlers=[\n", + " StatsHandler(iteration_log=False),\n", + " TensorBoardStatsHandler(iteration_log=False)\n", + " ],\n", + ")\n", "trainer = SupervisedTrainer(\n", " device=torch.device(\"cuda:0\"),\n", " max_epochs=max_epochs,\n", @@ -259,7 +277,11 @@ " optimizer=torch.optim.Adam(model.parameters(), lr=1e-5),\n", " loss_function=torch.nn.CrossEntropyLoss(),\n", " inferer=SimpleInferer(),\n", - " train_handlers=StatsHandler(),\n", + " train_handlers=[\n", + " ValidationHandler(validator=evaluator, epoch_level=True, interval=1),\n", + " StatsHandler(),\n", + " TensorBoardStatsHandler(tag_name=\"train_loss\", output_transform=from_engine([\"loss\"], first=True))\n", + " ],\n", ")" ] }, @@ -290,7 +312,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -344,7 +366,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.10" + "version": "3.10.12" } }, "nbformat": 4,