From bbc293983f92160b0435d16eae8829fdbc1c4e4c Mon Sep 17 00:00:00 2001 From: KumoLiu Date: Thu, 20 Apr 2023 14:57:45 +0800 Subject: [PATCH 01/10] init commit Signed-off-by: KumoLiu --- modules/lazy_resampling_benchmark.ipynb | 732 ++++++++++++++++++++++++ 1 file changed, 732 insertions(+) create mode 100644 modules/lazy_resampling_benchmark.ipynb diff --git a/modules/lazy_resampling_benchmark.ipynb b/modules/lazy_resampling_benchmark.ipynb new file mode 100644 index 0000000000..97cfe29c9d --- /dev/null +++ b/modules/lazy_resampling_benchmark.ipynb @@ -0,0 +1,732 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "7a8e33c4", + "metadata": {}, + "source": [ + "Copyright (c) MONAI Consortium \n", + "Licensed under the Apache License, Version 2.0 (the \"License\"); \n", + "you may not use this file except in compliance with the License. \n", + "You may obtain a copy of the License at \n", + "    http://www.apache.org/licenses/LICENSE-2.0 \n", + "Unless required by applicable law or agreed to in writing, software \n", + "distributed under the License is distributed on an \"AS IS\" BASIS, \n", + "WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. \n", + "See the License for the specific language governing permissions and \n", + "limitations under the License." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "8a0aaced", + "metadata": {}, + "source": [ + "# Lazy resampling benchmark\n", + "\n", + "In this notebook, we used 3D spleen segmentation task to show our lazy-resampling benchmark. Our results include the following two main parts.\n", + "- Time spent on each transform and the total amount of data preparation in the lazy and non-lazy mode.\n", + "- End-to-end time comparison" + ] + }, + { + "cell_type": "markdown", + "id": "626a7bfc", + "metadata": {}, + "source": [ + "## Setup environment" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "9beac76a", + "metadata": {}, + "outputs": [], + "source": [ + "!python -c \"import monai\" || pip install -q \"monai-weekly[nibabel, tqdm, gdown]\"" + ] + }, + { + "cell_type": "markdown", + "id": "1b74510e", + "metadata": {}, + "source": [ + "## Setup imports" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "cdc814c0", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/conda/lib/python3.8/site-packages/tqdm/auto.py:22: 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" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MONAI version: 1.2.0rc4+9.ge18097d0\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: e18097d0a8ba323ee66aeb7830d296bf54f44bdd\n", + "MONAI __file__: /workspace/Code/MONAI/monai/__init__.py\n", + "\n", + "Optional dependencies:\n", + "Pytorch Ignite version: 0.4.10\n", + "ITK version: 5.3.0\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", + "transformers version: 4.21.3\n", + "mlflow version: 2.0.1\n", + "pynrrd version: 1.0.0\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", + "\n" + ] + } + ], + "source": [ + "import os\n", + "import time\n", + "import glob\n", + "import torch\n", + "import tempfile\n", + "import numpy as np\n", + "import monai\n", + "import monai.transforms as mt\n", + "from monai.utils import WorkflowProfiler\n", + "from monai.apps import download_and_extract\n", + "\n", + "from monai.config import print_config\n", + "\n", + "print_config()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "80fd97bc", + "metadata": {}, + "source": [ + "# Setup data directory\n", + "You can specify a directory with the `MONAI_DATA_DIRECTORY` environment variable. \n", + "This allows you to save results and reuse downloads. \n", + "If not specified a temporary directory will be used." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "6cd43b69", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/workspace/Data\n" + ] + } + ], + "source": [ + "directory = os.environ.get(\"MONAI_DATA_DIRECTORY\")\n", + "root_dir = tempfile.mkdtemp() if directory is None else directory\n", + "print(root_dir)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "806db6d7", + "metadata": {}, + "source": [ + "## Download dataset and prepare the utilities\n", + "\n", + "This section downloads and extracts the dataset.\n", + "\n", + "The dataset comes from http://medicaldecathlon.com/.\n", + "\n", + "`TraceObjectsOnly` is used to narrow the scope of the trace to top-level transforms only." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "4255c4b0", + "metadata": {}, + "outputs": [], + "source": [ + "class TraceObjectsOnly:\n", + " def __init__(self, objects):\n", + " self.objects = objects\n", + "\n", + " def __call__(self, frame):\n", + " self_obj = frame.f_locals.get(\"self\", None)\n", + " return frame.f_code.co_name == \"__call__\" and self_obj in self.objects\n", + "\n", + "resource = \"https://msd-for-monai.s3-us-west-2.amazonaws.com/Task09_Spleen.tar\"\n", + "md5 = \"410d4a301da4e5b2f6f86ec3ddba524e\"\n", + "\n", + "compressed_file = os.path.join(root_dir, \"Task09_Spleen.tar\")\n", + "data_dir = os.path.join(root_dir, \"Task09_Spleen\")\n", + "if not os.path.exists(data_dir):\n", + " download_and_extract(resource, compressed_file, root_dir, md5)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "6a734ea8", + "metadata": {}, + "source": [ + "## Set MSD Spleen dataset path" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "07e4250a", + "metadata": {}, + "outputs": [], + "source": [ + "train_images = sorted(glob.glob(os.path.join(data_dir, \"imagesTr\", \"*.nii.gz\")))\n", + "train_labels = sorted(glob.glob(os.path.join(data_dir, \"labelsTr\", \"*.nii.gz\")))\n", + "data_dicts = [{\"image\": image_name, \"label\": label_name} for image_name, label_name in zip(train_images, train_labels)]\n", + "train_files, val_files = data_dicts[:-9], data_dicts[-9:]" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "49e8149b", + "metadata": {}, + "source": [ + "## Transform Profiling Comparison" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "fe5f7a0f", + "metadata": {}, + "source": [ + "`transform_list` shows the transform chain used in non-lazy mode.\n", + "- `LoadImaged` loads the spleen CT images and labels from NIfTI format files.\n", + "- `EnsureChannelFirstd` ensures the original data to construct \"channel first\" shape.\n", + "- `ScaleIntensityRanged` extracts intensity range [-57, 164] and scales to [0, 1].\n", + "- `CropForegroundd` removes all zero borders to focus on the valid body area of the images and labels.\n", + "- `Orientationd` unifies the data orientation based on the affine matrix.\n", + "- `Spacingd` adjusts the spacing by `pixdim=(1.5, 1.5, 2.)` based on the affine matrix.\n", + "- `RandCropByPosNegLabeld` randomly crop patch samples from big image based on pos / neg ratio. \n", + "The image centers of negative samples must be in valid body area.\n", + "- `RandAffined` efficiently performs `rotate`, `scale`, `shear`, `translate`, etc. together based on PyTorch affine transform." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "e3fd7197", + "metadata": {}, + "outputs": [], + "source": [ + "monai.utils.set_determinism(24)\n", + "transform_list = [\n", + " mt.LoadImaged(keys=[\"image\", \"label\"], image_only=True),\n", + " mt.EnsureChannelFirstd(keys=[\"image\", \"label\"]),\n", + " mt.ScaleIntensityRanged(\n", + " keys=[\"image\"],\n", + " a_min=-57,\n", + " a_max=164,\n", + " b_min=0.0,\n", + " b_max=1.0,\n", + " clip=True,\n", + " ),\n", + " mt.CropForegroundd(keys=[\"image\", \"label\"], source_key=\"image\"),\n", + " mt.Orientationd(keys=[\"image\", \"label\"], axcodes=\"RAS\"),\n", + " mt.Spacingd(keys=[\"image\", \"label\"], pixdim=(1.5, 1.5, 2.0), mode=(\"bilinear\", \"nearest\")),\n", + " mt.RandCropByPosNegLabeld(\n", + " keys=[\"image\", \"label\"],\n", + " label_key=\"label\",\n", + " spatial_size=(96, 96, 96),\n", + " pos=1,\n", + " neg=1,\n", + " num_samples=4,\n", + " image_key=\"image\",\n", + " image_threshold=0,\n", + " ),\n", + " mt.RandAffined(\n", + " keys=['image', 'label'],\n", + " mode=('bilinear', 'nearest'),\n", + " prob=1.0, spatial_size=(96, 96, 96),\n", + " rotate_range=(0, 0, np.pi/15),\n", + " scale_range=(0.1, 0.1, 0.1)),\n", + " ]\n", + "xform = mt.Compose(transform_list)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "07c857fa", + "metadata": {}, + "source": [ + "`transform_list_lazy` shows the transform chain used in lazy mode.\n", + "\n", + "In this particular example, we need to modify the `transform_list` in two places to enable lazy resampling:\n", + "- because the `RandCropByPosNegLabeld` relies on the `label` input to compute foreground and background indices, so we add `Identityd` before it to applying pending operations on `label`.\n", + "- the final `Identityd` is added to calculate to final applying time, in the real case, we can comment this transform and it will be executed automatically at the end of the `Compose`." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "dca092cf", + "metadata": {}, + "outputs": [], + "source": [ + "monai.utils.set_determinism(24)\n", + "transform_list_lazy =[\n", + " mt.LoadImaged(keys=[\"image\", \"label\"], image_only=True),\n", + " mt.EnsureChannelFirstd(keys=[\"image\", \"label\"]),\n", + " mt.ScaleIntensityRanged(\n", + " keys=[\"image\"],\n", + " a_min=-57,\n", + " a_max=164,\n", + " b_min=0.0,\n", + " b_max=1.0,\n", + " clip=True,\n", + " ),\n", + " mt.CropForegroundd(keys=[\"image\", \"label\"], source_key=\"image\"),\n", + " mt.Orientationd(keys=[\"image\", \"label\"], axcodes=\"RAS\"),\n", + " mt.Spacingd(keys=[\"image\", \"label\"], pixdim=(1.5, 1.5, 2.0), mode=(\"bilinear\", \"nearest\")),\n", + " mt.Identityd(keys=[\"label\"]),\n", + " mt.RandCropByPosNegLabeld(\n", + " keys=[\"image\", \"label\"],\n", + " label_key=\"label\",\n", + " spatial_size=(96, 96, 96),\n", + " pos=1,\n", + " neg=1,\n", + " num_samples=4,\n", + " ),\n", + " mt.RandAffined(\n", + " keys=['image', 'label'],\n", + " mode=('bilinear', 'nearest'),\n", + " prob=1.0, spatial_size=(96, 96, 96),\n", + " rotate_range=(0, 0, np.pi/15),\n", + " scale_range=(0.1, 0.1, 0.1)),\n", + " mt.Identityd(keys=[\"image\", \"label\"])\n", + " ]\n", + "\n", + "lazy_kwargs = dict(mode=(\"bilinear\", 0), padding_mode=(\"border\", \"nearest\"), dtype=(torch.float32, torch.uint8))\n", + "xform_lazy = mt.Compose(\n", + " transform_list_lazy, lazy_evaluation=True, override_keys=(\"image\", \"label\"), overrides=lazy_kwargs\n", + ")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "e1b8d61a", + "metadata": {}, + "source": [ + "### The preprocessing pipeline evaluated non-lazily" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "72e3c8f3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "non-lazy preprocessing time: 53.942039012908936\n" + ] + }, + { + "data": { + "text/html": [ + "
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CountTotal Time (s)AvgStdMinMax
LoadImaged.__call__3223.6260850.7383150.3783560.2248791.628534
Spacingd.__call__3218.7585360.5862040.2304480.2059770.972495
RandAffined.__call__1287.5335780.0588560.0033410.0553220.081781
ScaleIntensityRanged.__call__321.7459780.0545620.0200780.0216890.099323
CropForegroundd.__call__321.0452090.0326630.0104430.0151150.053857
RandCropByPosNegLabeld.__call__320.8991530.0280990.0082100.0150040.045086
Orientationd.__call__320.0662120.0020690.0004170.0017740.003228
EnsureChannelFirstd.__call__320.0100260.0003130.0000440.0002680.000458
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" + ], + "text/plain": [ + " Count Total Time (s) Avg Std \\\n", + "LoadImaged.__call__ 32 23.626085 0.738315 0.378356 \n", + "Spacingd.__call__ 32 18.758536 0.586204 0.230448 \n", + "RandAffined.__call__ 128 7.533578 0.058856 0.003341 \n", + "ScaleIntensityRanged.__call__ 32 1.745978 0.054562 0.020078 \n", + "CropForegroundd.__call__ 32 1.045209 0.032663 0.010443 \n", + "RandCropByPosNegLabeld.__call__ 32 0.899153 0.028099 0.008210 \n", + "Orientationd.__call__ 32 0.066212 0.002069 0.000417 \n", + "EnsureChannelFirstd.__call__ 32 0.010026 0.000313 0.000044 \n", + "\n", + " Min Max \n", + "LoadImaged.__call__ 0.224879 1.628534 \n", + "Spacingd.__call__ 0.205977 0.972495 \n", + "RandAffined.__call__ 0.055322 0.081781 \n", + "ScaleIntensityRanged.__call__ 0.021689 0.099323 \n", + "CropForegroundd.__call__ 0.015115 0.053857 \n", + "RandCropByPosNegLabeld.__call__ 0.015004 0.045086 \n", + "Orientationd.__call__ 0.001774 0.003228 \n", + "EnsureChannelFirstd.__call__ 0.000268 0.000458 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset = monai.data.Dataset(train_files, transform=xform)\n", + "data_loader = monai.data.DataLoader(dataset, batch_size=1)\n", + "\n", + "with WorkflowProfiler(TraceObjectsOnly(transform_list)) as wp:\n", + " time_start = time.time()\n", + " for item_non_lazy in data_loader:\n", + " pass\n", + " time_process = time.time() - time_start\n", + "\n", + "print(f'non-lazy preprocessing time: {time_process}')\n", + "wp.get_times_summary_pd()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "7de2e892", + "metadata": {}, + "source": [ + "### The preprocessing pipeline evaluated lazily" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "116d6e84", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "lazy preprocessing time: 40.177658557891846\n" + ] + }, + { + "data": { + "text/html": [ + "
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CountTotal Time (s)AvgStdMinMax
LoadImaged.__call__3221.7221010.6788160.3534060.2291941.545509
ScaleIntensityRanged.__call__321.6907930.0528370.0201760.0219440.097047
CropForegroundd.__call__320.9679800.0302490.0088740.0145800.045386
RandCropByPosNegLabeld.__call__320.7248510.0226520.0071750.0111370.033919
RandAffined.__call__1280.1632680.0012760.0001310.0011040.001903
Spacingd.__call__320.1084660.0033900.0001240.0032320.003817
Orientationd.__call__320.0592400.0018510.0000640.0017370.002000
EnsureChannelFirstd.__call__320.0094140.0002940.0000250.0002610.000337
Identityd.__call__1600.0025940.0000160.0000100.0000070.000041
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" + ], + "text/plain": [ + " Count Total Time (s) Avg Std \\\n", + "LoadImaged.__call__ 32 21.722101 0.678816 0.353406 \n", + "ScaleIntensityRanged.__call__ 32 1.690793 0.052837 0.020176 \n", + "CropForegroundd.__call__ 32 0.967980 0.030249 0.008874 \n", + "RandCropByPosNegLabeld.__call__ 32 0.724851 0.022652 0.007175 \n", + "RandAffined.__call__ 128 0.163268 0.001276 0.000131 \n", + "Spacingd.__call__ 32 0.108466 0.003390 0.000124 \n", + "Orientationd.__call__ 32 0.059240 0.001851 0.000064 \n", + "EnsureChannelFirstd.__call__ 32 0.009414 0.000294 0.000025 \n", + "Identityd.__call__ 160 0.002594 0.000016 0.000010 \n", + "\n", + " Min Max \n", + "LoadImaged.__call__ 0.229194 1.545509 \n", + "ScaleIntensityRanged.__call__ 0.021944 0.097047 \n", + "CropForegroundd.__call__ 0.014580 0.045386 \n", + "RandCropByPosNegLabeld.__call__ 0.011137 0.033919 \n", + "RandAffined.__call__ 0.001104 0.001903 \n", + "Spacingd.__call__ 0.003232 0.003817 \n", + "Orientationd.__call__ 0.001737 0.002000 \n", + "EnsureChannelFirstd.__call__ 0.000261 0.000337 \n", + "Identityd.__call__ 0.000007 0.000041 " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset = monai.data.Dataset(train_files, transform=xform_lazy)\n", + "data_loader = monai.data.DataLoader(dataset, batch_size=1)\n", + "\n", + "with WorkflowProfiler(TraceObjectsOnly(transform_list_lazy)) as wp:\n", + " time_start = time.time()\n", + " for item_lazy in data_loader:\n", + " pass\n", + " time_process = time.time() - time_start\n", + "\n", + "print(f'lazy preprocessing time: {time_process}')\n", + "wp.get_times_summary_pd()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "48ba0615", + "metadata": {}, + "source": [ + "## End-to-end workflow Profiling Comparison" + ] + }, + { + "cell_type": "markdown", + "id": "3173dbeb", + "metadata": {}, + "source": [] + } + ], + "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": "3.8.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 8c5e655fec54cbef6b2ae20caf5a0aadbd03dce3 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Thu, 20 Apr 2023 07:00:37 +0000 Subject: [PATCH 02/10] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- modules/lazy_resampling_benchmark.ipynb | 131 ++++++++++++------------ 1 file changed, 68 insertions(+), 63 deletions(-) diff --git a/modules/lazy_resampling_benchmark.ipynb b/modules/lazy_resampling_benchmark.ipynb index 97cfe29c9d..be3ec51ca1 100644 --- a/modules/lazy_resampling_benchmark.ipynb +++ b/modules/lazy_resampling_benchmark.ipynb @@ -184,6 +184,7 @@ " self_obj = frame.f_locals.get(\"self\", None)\n", " return frame.f_code.co_name == \"__call__\" and self_obj in self.objects\n", "\n", + "\n", "resource = \"https://msd-for-monai.s3-us-west-2.amazonaws.com/Task09_Spleen.tar\"\n", "md5 = \"410d4a301da4e5b2f6f86ec3ddba524e\"\n", "\n", @@ -251,36 +252,38 @@ "source": [ "monai.utils.set_determinism(24)\n", "transform_list = [\n", - " mt.LoadImaged(keys=[\"image\", \"label\"], image_only=True),\n", - " mt.EnsureChannelFirstd(keys=[\"image\", \"label\"]),\n", - " mt.ScaleIntensityRanged(\n", - " keys=[\"image\"],\n", - " a_min=-57,\n", - " a_max=164,\n", - " b_min=0.0,\n", - " b_max=1.0,\n", - " clip=True,\n", - " ),\n", - " mt.CropForegroundd(keys=[\"image\", \"label\"], source_key=\"image\"),\n", - " mt.Orientationd(keys=[\"image\", \"label\"], axcodes=\"RAS\"),\n", - " mt.Spacingd(keys=[\"image\", \"label\"], pixdim=(1.5, 1.5, 2.0), mode=(\"bilinear\", \"nearest\")),\n", - " mt.RandCropByPosNegLabeld(\n", - " keys=[\"image\", \"label\"],\n", - " label_key=\"label\",\n", - " spatial_size=(96, 96, 96),\n", - " pos=1,\n", - " neg=1,\n", - " num_samples=4,\n", - " image_key=\"image\",\n", - " image_threshold=0,\n", - " ),\n", - " mt.RandAffined(\n", - " keys=['image', 'label'],\n", - " mode=('bilinear', 'nearest'),\n", - " prob=1.0, spatial_size=(96, 96, 96),\n", - " rotate_range=(0, 0, np.pi/15),\n", - " scale_range=(0.1, 0.1, 0.1)),\n", - " ]\n", + " mt.LoadImaged(keys=[\"image\", \"label\"], image_only=True),\n", + " mt.EnsureChannelFirstd(keys=[\"image\", \"label\"]),\n", + " mt.ScaleIntensityRanged(\n", + " keys=[\"image\"],\n", + " a_min=-57,\n", + " a_max=164,\n", + " b_min=0.0,\n", + " b_max=1.0,\n", + " clip=True,\n", + " ),\n", + " mt.CropForegroundd(keys=[\"image\", \"label\"], source_key=\"image\"),\n", + " mt.Orientationd(keys=[\"image\", \"label\"], axcodes=\"RAS\"),\n", + " mt.Spacingd(keys=[\"image\", \"label\"], pixdim=(1.5, 1.5, 2.0), mode=(\"bilinear\", \"nearest\")),\n", + " mt.RandCropByPosNegLabeld(\n", + " keys=[\"image\", \"label\"],\n", + " label_key=\"label\",\n", + " spatial_size=(96, 96, 96),\n", + " pos=1,\n", + " neg=1,\n", + " num_samples=4,\n", + " image_key=\"image\",\n", + " image_threshold=0,\n", + " ),\n", + " mt.RandAffined(\n", + " keys=[\"image\", \"label\"],\n", + " mode=(\"bilinear\", \"nearest\"),\n", + " prob=1.0,\n", + " spatial_size=(96, 96, 96),\n", + " rotate_range=(0, 0, np.pi / 15),\n", + " scale_range=(0.1, 0.1, 0.1),\n", + " ),\n", + "]\n", "xform = mt.Compose(transform_list)" ] }, @@ -305,37 +308,39 @@ "outputs": [], "source": [ "monai.utils.set_determinism(24)\n", - "transform_list_lazy =[\n", - " mt.LoadImaged(keys=[\"image\", \"label\"], image_only=True),\n", - " mt.EnsureChannelFirstd(keys=[\"image\", \"label\"]),\n", - " mt.ScaleIntensityRanged(\n", - " keys=[\"image\"],\n", - " a_min=-57,\n", - " a_max=164,\n", - " b_min=0.0,\n", - " b_max=1.0,\n", - " clip=True,\n", - " ),\n", - " mt.CropForegroundd(keys=[\"image\", \"label\"], source_key=\"image\"),\n", - " mt.Orientationd(keys=[\"image\", \"label\"], axcodes=\"RAS\"),\n", - " mt.Spacingd(keys=[\"image\", \"label\"], pixdim=(1.5, 1.5, 2.0), mode=(\"bilinear\", \"nearest\")),\n", - " mt.Identityd(keys=[\"label\"]),\n", - " mt.RandCropByPosNegLabeld(\n", - " keys=[\"image\", \"label\"],\n", - " label_key=\"label\",\n", - " spatial_size=(96, 96, 96),\n", - " pos=1,\n", - " neg=1,\n", - " num_samples=4,\n", - " ),\n", - " mt.RandAffined(\n", - " keys=['image', 'label'],\n", - " mode=('bilinear', 'nearest'),\n", - " prob=1.0, spatial_size=(96, 96, 96),\n", - " rotate_range=(0, 0, np.pi/15),\n", - " scale_range=(0.1, 0.1, 0.1)),\n", - " mt.Identityd(keys=[\"image\", \"label\"])\n", - " ]\n", + "transform_list_lazy = [\n", + " mt.LoadImaged(keys=[\"image\", \"label\"], image_only=True),\n", + " mt.EnsureChannelFirstd(keys=[\"image\", \"label\"]),\n", + " mt.ScaleIntensityRanged(\n", + " keys=[\"image\"],\n", + " a_min=-57,\n", + " a_max=164,\n", + " b_min=0.0,\n", + " b_max=1.0,\n", + " clip=True,\n", + " ),\n", + " mt.CropForegroundd(keys=[\"image\", \"label\"], source_key=\"image\"),\n", + " mt.Orientationd(keys=[\"image\", \"label\"], axcodes=\"RAS\"),\n", + " mt.Spacingd(keys=[\"image\", \"label\"], pixdim=(1.5, 1.5, 2.0), mode=(\"bilinear\", \"nearest\")),\n", + " mt.Identityd(keys=[\"label\"]),\n", + " mt.RandCropByPosNegLabeld(\n", + " keys=[\"image\", \"label\"],\n", + " label_key=\"label\",\n", + " spatial_size=(96, 96, 96),\n", + " pos=1,\n", + " neg=1,\n", + " num_samples=4,\n", + " ),\n", + " mt.RandAffined(\n", + " keys=[\"image\", \"label\"],\n", + " mode=(\"bilinear\", \"nearest\"),\n", + " prob=1.0,\n", + " spatial_size=(96, 96, 96),\n", + " rotate_range=(0, 0, np.pi / 15),\n", + " scale_range=(0.1, 0.1, 0.1),\n", + " ),\n", + " mt.Identityd(keys=[\"image\", \"label\"]),\n", + "]\n", "\n", "lazy_kwargs = dict(mode=(\"bilinear\", 0), padding_mode=(\"border\", \"nearest\"), dtype=(torch.float32, torch.uint8))\n", "xform_lazy = mt.Compose(\n", @@ -508,7 +513,7 @@ " pass\n", " time_process = time.time() - time_start\n", "\n", - "print(f'non-lazy preprocessing time: {time_process}')\n", + "print(f\"non-lazy preprocessing time: {time_process}\")\n", "wp.get_times_summary_pd()" ] }, @@ -688,7 +693,7 @@ " pass\n", " time_process = time.time() - time_start\n", "\n", - "print(f'lazy preprocessing time: {time_process}')\n", + "print(f\"lazy preprocessing time: {time_process}\")\n", "wp.get_times_summary_pd()" ] }, From 5fdafb0dd477cbf39e4cce1d2d924769c744cdf5 Mon Sep 17 00:00:00 2001 From: KumoLiu Date: Mon, 24 Apr 2023 11:27:46 +0800 Subject: [PATCH 03/10] add end-to-end results Signed-off-by: KumoLiu --- modules/lazy_resampling_benchmark.ipynb | 64 ++++++++++++++++++++++++- 1 file changed, 62 insertions(+), 2 deletions(-) diff --git a/modules/lazy_resampling_benchmark.ipynb b/modules/lazy_resampling_benchmark.ipynb index be3ec51ca1..e027be76a8 100644 --- a/modules/lazy_resampling_benchmark.ipynb +++ b/modules/lazy_resampling_benchmark.ipynb @@ -703,13 +703,73 @@ "id": "48ba0615", "metadata": {}, "source": [ - "## End-to-end workflow Profiling Comparison" + "## End-to-end workflow Profiling Comparison\n", + "\n", + "https://github.com/Project-MONAI/tutorials/blob/main/3d_segmentation/spleen_segmentation_3d.ipynb contains the complete workflow. 'transform_list_lazy' or 'transform_list' should be used in place of the 'train_transforms' and 'val_transforms'." ] }, { + "attachments": {}, "cell_type": "markdown", "id": "3173dbeb", "metadata": {}, + "source": [ + "### Total time comparison" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "755d7932", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "plt.figure(\"train\", (6, 6))\n", + "plt.title(\"Total Train Time(300 epochs)\")\n", + "plt.bar(\"Non-lazy\", 34122.5508, 1, label=\"Non-lazy mode training\", color=\"red\")\n", + "plt.bar(\"Lazy\", 27040.6345, 1, label=\"Lazy-mode training\", color=\"green\")\n", + "plt.ylabel(\"secs\")\n", + "plt.grid(alpha=0.4, linestyle=\":\")\n", + "plt.legend(loc=\"best\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "dbe52762", + "metadata": {}, + "source": [ + "### performance curve comparison" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cc861573", + "metadata": {}, + "outputs": [], "source": [] } ], @@ -729,7 +789,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.13" + "version": "3.8.10" } }, "nbformat": 4, From 5ee4c92857fee63a31b9d64f063e778278bd8b8c Mon Sep 17 00:00:00 2001 From: KumoLiu Date: Tue, 25 Apr 2023 13:05:01 +0800 Subject: [PATCH 04/10] update end-to-end results Signed-off-by: KumoLiu --- modules/lazy_resampling_benchmark.ipynb | 60 +++++-------------------- 1 file changed, 11 insertions(+), 49 deletions(-) diff --git a/modules/lazy_resampling_benchmark.ipynb b/modules/lazy_resampling_benchmark.ipynb index e027be76a8..1afc0cad9a 100644 --- a/modules/lazy_resampling_benchmark.ipynb +++ b/modules/lazy_resampling_benchmark.ipynb @@ -705,7 +705,9 @@ "source": [ "## End-to-end workflow Profiling Comparison\n", "\n", - "https://github.com/Project-MONAI/tutorials/blob/main/3d_segmentation/spleen_segmentation_3d.ipynb contains the complete workflow. 'transform_list_lazy' or 'transform_list' should be used in place of the 'train_transforms' and 'val_transforms'." + "https://github.com/Project-MONAI/tutorials/blob/main/3d_segmentation/spleen_segmentation_3d.ipynb contains the complete workflow. Here we should modify it in two places:\n", + "- `transform_list_lazy` or `transform_list` should be used in place of the 'train_transforms' and 'val_transforms'.\n", + "- Use regular Dataset instead of CacheDataset for training and validation process." ] }, { @@ -714,45 +716,8 @@ "id": "3173dbeb", "metadata": {}, "source": [ - "### Total time comparison" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "755d7932", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "plt.figure(\"train\", (6, 6))\n", - "plt.title(\"Total Train Time(300 epochs)\")\n", - "plt.bar(\"Non-lazy\", 34122.5508, 1, label=\"Non-lazy mode training\", color=\"red\")\n", - "plt.bar(\"Lazy\", 27040.6345, 1, label=\"Lazy-mode training\", color=\"green\")\n", - "plt.ylabel(\"secs\")\n", - "plt.grid(alpha=0.4, linestyle=\":\")\n", - "plt.legend(loc=\"best\")" + "### Total time and every epoch time comparison\n", + "![lazy_benchmark_total_epoch_time_comparison](../figures/lazy_benchmark_total_epoch_time_comparison.png)" ] }, { @@ -761,16 +726,13 @@ "id": "dbe52762", "metadata": {}, "source": [ - "### performance curve comparison" + "### Performance comparison\n", + "- Performance curve comparison\n", + "- Reach typical metrics time comparison\n", + "- Reach typical metrics epoch comparison\n", + "\n", + "![lazy_benchmark_total_epoch_time_comparison](../figures/lazy_benchmark_metric_time_epochs.png)" ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "cc861573", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { From b63e183f64a5d07cd4b003ebc4cfdd1062c2702b Mon Sep 17 00:00:00 2001 From: KumoLiu Date: Tue, 25 Apr 2023 13:22:23 +0800 Subject: [PATCH 05/10] minor fix Signed-off-by: KumoLiu --- modules/lazy_resampling_benchmark.ipynb | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/modules/lazy_resampling_benchmark.ipynb b/modules/lazy_resampling_benchmark.ipynb index 1afc0cad9a..ca4859efde 100644 --- a/modules/lazy_resampling_benchmark.ipynb +++ b/modules/lazy_resampling_benchmark.ipynb @@ -342,7 +342,7 @@ " mt.Identityd(keys=[\"image\", \"label\"]),\n", "]\n", "\n", - "lazy_kwargs = dict(mode=(\"bilinear\", 0), padding_mode=(\"border\", \"nearest\"), dtype=(torch.float32, torch.uint8))\n", + "lazy_kwargs = {\"mode\": (\"bilinear\", 0), \"padding_mode\": (\"border\", \"nearest\"), \"dtype\": (torch.float32, torch.uint8)}\n", "xform_lazy = mt.Compose(\n", " transform_list_lazy, lazy_evaluation=True, override_keys=(\"image\", \"label\"), overrides=lazy_kwargs\n", ")" @@ -509,7 +509,7 @@ "\n", "with WorkflowProfiler(TraceObjectsOnly(transform_list)) as wp:\n", " time_start = time.time()\n", - " for item_non_lazy in data_loader:\n", + " for _item_non_lazy in data_loader:\n", " pass\n", " time_process = time.time() - time_start\n", "\n", @@ -689,7 +689,7 @@ "\n", "with WorkflowProfiler(TraceObjectsOnly(transform_list_lazy)) as wp:\n", " time_start = time.time()\n", - " for item_lazy in data_loader:\n", + " for _item_lazy in data_loader:\n", " pass\n", " time_process = time.time() - time_start\n", "\n", From 7ff832a235073cd1b8b12d6124287b4827ec33b0 Mon Sep 17 00:00:00 2001 From: KumoLiu Date: Tue, 25 Apr 2023 19:43:27 +0800 Subject: [PATCH 06/10] update runner.sh Signed-off-by: KumoLiu --- runner.sh | 1 + 1 file changed, 1 insertion(+) diff --git a/runner.sh b/runner.sh index 298dcca5de..2b13e9bf72 100755 --- a/runner.sh +++ b/runner.sh @@ -66,6 +66,7 @@ doesnt_contain_max_epochs=("${doesnt_contain_max_epochs[@]}" TCIA_PROSTATEx_Pros doesnt_contain_max_epochs=("${doesnt_contain_max_epochs[@]}" lazy_resampling_functional.ipynb) doesnt_contain_max_epochs=("${doesnt_contain_max_epochs[@]}" lazy_resampling_compose.ipynb) doesnt_contain_max_epochs=("${doesnt_contain_max_epochs[@]}" TensorRT_inference_acceleration.ipynb) +doesnt_contain_max_epochs=("${doesnt_contain_max_epochs[@]}" lazy_resampling_benchmark.ipynb) # Execution of the notebook in these folders / with the filename cannot be automated skip_run_papermill=() From 3f515ca3d1fe96491766930488452895dce39de2 Mon Sep 17 00:00:00 2001 From: KumoLiu Date: Wed, 26 Apr 2023 07:36:25 +0800 Subject: [PATCH 07/10] update figures Signed-off-by: KumoLiu --- figures/lazy_benchmark_metric_time_epochs.png | Bin 0 -> 106068 bytes ...y_benchmark_total_epoch_time_comparison.png | Bin 0 -> 77765 bytes 2 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 figures/lazy_benchmark_metric_time_epochs.png create mode 100644 figures/lazy_benchmark_total_epoch_time_comparison.png diff --git a/figures/lazy_benchmark_metric_time_epochs.png b/figures/lazy_benchmark_metric_time_epochs.png new file mode 100644 index 0000000000000000000000000000000000000000..ff7fc523727490b954d70fdeba59f2d7984ee1aa GIT binary patch literal 106068 zcmd43cRZKv`#-KJDU>2viO43E8QGGRnH@5c`Leg9kdW-XvLdoKS;-#RFMDsXq?V`W{SHw-K- z%`CW>nT`K>0h1|8pP7d+0}nm~%S=q!0s{kA3;8*b!k7F4;{*oABO!iy+sK6|JI5=+ zyB;yo^};6~ol|-!@R0w5oXd}FSGU_JPfT0Q8%*!AW8;}LQb@>BY+n(kWmM6nXJF3R zyFS5FtHkE#R21TL3w?Ow!?lx~N%LExq4x##ZiF>GH+;7>%0|vLcyDmypqu-kMP5ls zRh;(CjdO1Q`XfY}A*S>Y?==6v{usWtw8Z}R3(r0A`TyDPs-DzDa$0<4@Mcua7b>RX z%{3Vef07^~Tznm_yy}TS;o4{*t=v}zdWO9WY!RR9!t>oT7w={q{qy;xiN%Yy~aa zNKa3vo0sMob^kz`ld-C0<>}=WS6CQ&v_H+K=D1SJi=JwZ5ET$OiHSpU&TtsH{wS`i 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09/10] add env information Signed-off-by: KumoLiu --- modules/lazy_resampling_benchmark.ipynb | 1 + 1 file changed, 1 insertion(+) diff --git a/modules/lazy_resampling_benchmark.ipynb b/modules/lazy_resampling_benchmark.ipynb index ca4859efde..2ace8f875f 100644 --- a/modules/lazy_resampling_benchmark.ipynb +++ b/modules/lazy_resampling_benchmark.ipynb @@ -727,6 +727,7 @@ "metadata": {}, "source": [ "### Performance comparison\n", + "The results below shows the performance comparison benchmarked on an V100 32G GPU with PyTorch 1.14.0, MONAI 1.2.0.\n", "- Performance curve comparison\n", "- Reach typical metrics time comparison\n", "- Reach typical metrics epoch comparison\n", From b0b57bffb8d7ccbfbe0744df2c6bbaf0af72cd29 Mon Sep 17 00:00:00 2001 From: KumoLiu Date: Wed, 26 Apr 2023 15:18:41 +0800 Subject: [PATCH 10/10] update env info Signed-off-by: KumoLiu --- modules/lazy_resampling_benchmark.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/modules/lazy_resampling_benchmark.ipynb b/modules/lazy_resampling_benchmark.ipynb index 2ace8f875f..a907157213 100644 --- a/modules/lazy_resampling_benchmark.ipynb +++ b/modules/lazy_resampling_benchmark.ipynb @@ -727,7 +727,7 @@ "metadata": {}, "source": [ "### Performance comparison\n", - "The results below shows the performance comparison benchmarked on an V100 32G GPU with PyTorch 1.14.0, MONAI 1.2.0.\n", + "The results below shows the performance comparison benchmarked on a V100 32G GPU.\n", "- Performance curve comparison\n", "- Reach typical metrics time comparison\n", "- Reach typical metrics epoch comparison\n",