{ "cells": [ { "cell_type": "markdown", "id": "3d3b224e", "metadata": {}, "source": [ "# Custom PyTorch model in a `zea.Pipeline`\n", "\n", "This example demonstrates how to embed a custom PyTorch model (defined in code) into a `zea.Pipeline` using a Lambda operation. \n", "We use the PICMUS ultrasound dataset, perform beamforming, and run a simple torch image processing model (blurring) on the resulting B-mode image." ] }, { "cell_type": "markdown", "id": "8ba31ad7", "metadata": {}, "source": [ "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tue-bmd/zea/blob/main/docs/source/notebooks/models/custom_models_example.ipynb)\n", " \n", "[![View on GitHub](https://img.shields.io/badge/GitHub-View%20Source-blue?logo=github)](https://github.com/tue-bmd/zea/blob/main/docs/source/notebooks/models/custom_models_example.ipynb)" ] }, { "cell_type": "markdown", "id": "ba28de1b", "metadata": {}, "source": [ "‼️ **Important:** This notebook is optimized for **GPU/TPU**. Code execution on a **CPU** may be very slow.\n", "\n", "If you are running in Colab, please enable a hardware accelerator via:\n", "\n", "**Runtime → Change runtime type → Hardware accelerator → GPU/TPU** 🚀." ] }, { "cell_type": "code", "execution_count": 1, "id": "3c65cbea", "metadata": {}, "outputs": [], "source": [ "%%capture\n", "%pip install zea" ] }, { "cell_type": "code", "execution_count": 2, "id": "aac61070", "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "os.environ[\"KERAS_BACKEND\"] = \"torch\"\n", "os.environ[\"ZEA_LOG_LEVEL\"] = \"INFO\"" ] }, { "cell_type": "code", "execution_count": 3, "id": "5e220c21", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: Using backend 'torch'\n" ] } ], "source": [ "import torch\n", "import torch.nn as nn\n", "import numpy as np\n", "import keras\n", "from IPython.display import display\n", "\n", "import zea\n", "from zea import load_file, init_device\n", "from zea.visualize import set_mpl_style\n", "from zea.ops import (\n", " Pipeline,\n", " EnvelopeDetect,\n", " Normalize,\n", " LogCompress,\n", " Beamform,\n", " Lambda,\n", ")" ] }, { "cell_type": "markdown", "id": "f815c428", "metadata": {}, "source": [ "Let's set the parameters for the beamforming grid." ] }, { "cell_type": "code", "execution_count": 4, "id": "4ee8c776", "metadata": { "tags": [ "parameters" ] }, "outputs": [], "source": [ "grid_size_x = 200\n", "grid_size_z = 300" ] }, { "cell_type": "code", "execution_count": 5, "id": "d146383d", "metadata": {}, "outputs": [], "source": [ "device = init_device(verbose=False)\n", "set_mpl_style()" ] }, { "cell_type": "markdown", "id": "fcb2faa2", "metadata": {}, "source": [ "## Load a Frame from the PICMUS Dataset\n", "\n", "We use the zea loader to load a single frame of raw RF data from the PICMUS dataset, along with scan and probe parameters." ] }, { "cell_type": "code", "execution_count": 6, "id": "ee95e30e", "metadata": {}, "outputs": [], "source": [ "# Load a single frame of raw RF data from PICMUS\n", "path = \"hf://zeahub/picmus/database/experiments/contrast_speckle/contrast_speckle_expe_dataset_iq/contrast_speckle_expe_dataset_iq.hdf5\"\n", "data, scan, probe = load_file(\n", " path=path,\n", " indices=[0],\n", " data_type=\"raw_data\",\n", ")\n", "zlims = (0, 0.06)\n", "xlims = (-0.019, 0.019)\n", "dynamic_range = (-50, 0)\n", "\n", "scan.n_ch = data.shape[-1] # iq data\n", "scan.zlims = zlims\n", "scan.xlims = xlims\n", "scan.grid_size_x = grid_size_x\n", "scan.grid_size_z = grid_size_z" ] }, { "cell_type": "markdown", "id": "00d365f8", "metadata": {}, "source": [ "## Build a zea Pipeline for Beamforming and Image Formation\n", "\n", "Let's build an example ultrasound image formation pipeline. We use a PatchedGrid pipeline for memory-efficient beamforming, followed by envelope detection, normalization, and log compression. Currently jit is not supported for backend set to \"torch\". If you really want to use jit (understandably so), you are best off using either \"jax\" or \"tensorflow\" as the backend." ] }, { "cell_type": "code", "execution_count": 7, "id": "51edab59", "metadata": {}, "outputs": [], "source": [ "pipeline = Pipeline(\n", " operations=[\n", " Beamform(\n", " beamformer=\"das\",\n", " num_patches=100,\n", " jit_options=None,\n", " ),\n", " EnvelopeDetect(),\n", " Normalize(),\n", " LogCompress(),\n", " ],\n", " with_batch_dim=True,\n", " jit_options=None,\n", ")" ] }, { "cell_type": "markdown", "id": "a71cfcc1", "metadata": {}, "source": [ "We prepare the parameters for the pipeline and run it to obtain a B-mode image." ] }, { "cell_type": "code", "execution_count": 8, "id": "35151fd3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: Loading cached result for compute_pfield.\n" ] }, { "data": { "image/jpeg": 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", 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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "parameters = pipeline.prepare_parameters(probe, scan, dynamic_range=dynamic_range)\n", "parameters[\"demodulation_frequency\"] = parameters[\"sampling_frequency\"]\n", "\n", "inputs = {pipeline.key: keras.ops.convert_to_tensor(data)}\n", "outputs = pipeline(**inputs, **parameters)\n", "bmode = outputs[pipeline.output_key]\n", "\n", "bmode_img = zea.display.to_8bit(bmode[0], dynamic_range=dynamic_range)\n", "display(bmode_img)" ] }, { "cell_type": "markdown", "id": "ebeb2447", "metadata": {}, "source": [ "## Embedding a custom PyTorch model\n", "\n", "We define a simple torch model that applies a Gaussian blur using a convolutional layer with fixed weights." ] }, { "cell_type": "code", "execution_count": 9, "id": "73ed9604", "metadata": {}, "outputs": [], "source": [ "class TorchGaussianBlur(nn.Module):\n", " def __init__(self, kernel_size=7, sigma=2.0):\n", " super().__init__()\n", " self.kernel_size = kernel_size\n", " self.sigma = sigma\n", " self.padding = kernel_size // 2\n", "\n", " # Create Gaussian kernel\n", " ax = np.arange(-self.padding, self.padding + 1)\n", " xx, yy = np.meshgrid(ax, ax)\n", " kernel = np.exp(-(xx**2 + yy**2) / (2 * sigma**2))\n", " kernel = kernel / np.sum(kernel)\n", " kernel = kernel.astype(np.float32)\n", " kernel = kernel[None, None, :, :] # shape (1, 1, k, k)\n", " self.register_buffer(\"weight\", torch.from_numpy(kernel))\n", "\n", " def forward(self, x):\n", " C = x.shape[1]\n", " weight = self.weight.repeat(C, 1, 1, 1)\n", " return torch.nn.functional.conv2d(x, weight, padding=self.padding, groups=C)" ] }, { "cell_type": "markdown", "id": "245d6d8f", "metadata": {}, "source": [ "To embed this model in the zea pipeline, we use a Lambda operation that applies the model to the B-mode image. We first need to wrap the model call in a simple function that takes the image as input and returns the processed image." ] }, { "cell_type": "code", "execution_count": 10, "id": "19c28707", "metadata": {}, "outputs": [], "source": [ "torch_blur_model = TorchGaussianBlur(kernel_size=7, sigma=2.0)\n", "torch_blur_model.eval()\n", "torch_blur_model.to(device)\n", "\n", "\n", "def torch_blur_inference(image):\n", " \"\"\"Simple example inference function for the torch model.\"\"\"\n", " image = image.to(torch_blur_model.weight.device)\n", " with torch.no_grad():\n", " image = torch.unsqueeze(image, axis=-1)\n", " out = torch_blur_model(image)\n", " out = torch.squeeze(out, axis=-1)\n", " return out" ] }, { "cell_type": "markdown", "id": "bf9cad26", "metadata": {}, "source": [ "## Add a Lambda Operation to an existing Pipeline\n", "\n", "We add a Lambda operation to the pipeline to run the torch blurring model on the B-mode image." ] }, { "cell_type": "code", "execution_count": 11, "id": "5a2471d6", "metadata": {}, "outputs": [], "source": [ "blurring_pipeline = Pipeline(\n", " operations=[\n", " pipeline,\n", " Lambda(func=torch_blur_inference, key=pipeline.output_key, output_key=\"blurred\"),\n", " ],\n", " with_batch_dim=True,\n", " jit_options=None,\n", ")" ] }, { "cell_type": "markdown", "id": "7b304723", "metadata": {}, "source": [ "Run the pipeline and visualize the blurred image." ] }, { "cell_type": "code", "execution_count": 12, "id": "c4f1c8ae", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "result = blurring_pipeline(**inputs, **parameters)\n", "blurred = result[\"blurred\"]\n", "\n", "blurred = zea.display.to_8bit(\n", " blurred[0],\n", " dynamic_range=dynamic_range,\n", " pillow=False,\n", ")\n", "bmode_img = zea.display.to_8bit(\n", " bmode[0],\n", " dynamic_range=dynamic_range,\n", " pillow=False,\n", ")\n", "\n", "fig, _ = zea.visualize.plot_image_grid(\n", " [bmode_img, blurred],\n", " titles=[\"B-mode\", \"Blurred B-mode\"],\n", " cmap=\"gray\",\n", " figsize=(10, 5),\n", ")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.12.11" } }, "nbformat": 4, "nbformat_minor": 5 }