{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Batching raw ultrasound data with `zea.Dataloader`\n", "\n", "`zea.Dataloader` turns a folder of zea files into a batched, shuffled, multi-threaded stream of\n", "samples, ready for a training loop. It is built on [Google Grain](https://github.com/google/grain).\n", "\n", "We'll be using channel data (`raw_data`) in this notebook. We'll stream from the\n", "[TU/e carotid dataset](https://huggingface.co/datasets/zeahub/zea-carotid-2023) on the Hugging Face\n", "Hub. `zea.File` streams and caches only the HDF5 chunks a sample actually touches.\n", "\n", "See the [Dataloader API reference](../../_autosummary/zea.data.dataloader.rst) for the full set of\n", "arguments, and the [zea.data overview](../../_autosummary/zea.data.rst) for how\n", "`zea.File`, `zea.Dataset`, and `zea.Dataloader` relate." ] }, { "cell_type": "markdown", "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/data/zea_dataloader_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/data/zea_dataloader_example.ipynb)\n", " \n", "[![Hugging Face dataset](https://img.shields.io/badge/Hugging%20Face-Dataset-yellow?logo=huggingface)](https://huggingface.co/datasets/zeahub/zea-carotid-2023)" ] }, { "cell_type": "markdown", "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, "metadata": { "execution": { "iopub.execute_input": "2026-08-20T12:40:50.825676Z", "iopub.status.busy": "2026-08-20T12:40:50.825573Z", "iopub.status.idle": "2026-08-20T12:40:52.004770Z", "shell.execute_reply": "2026-08-20T12:40:52.003409Z" } }, "outputs": [], "source": [ "%%capture\n", "%pip install zea" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-08-20T12:40:52.009295Z", "iopub.status.busy": "2026-08-20T12:40:52.009047Z", "iopub.status.idle": "2026-08-20T12:40:52.012925Z", "shell.execute_reply": "2026-08-20T12:40:52.012168Z" }, "tags": [ "parameters" ] }, "outputs": [], "source": [ "file_paths = [\n", " \"hf://zeahub/zea-carotid-2023/data/2_long_2cm_0000.hdf5\",\n", " \"hf://zeahub/zea-carotid-2023/data/3_long_2cm_L_0000.hdf5\",\n", " \"hf://zeahub/zea-carotid-2023/data/3_cross_2cm_L_0000.hdf5\",\n", "]\n", "plane_waves = list(range(128, 149)) # the plane-wave transmits of each frame" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2026-08-20T12:40:52.015466Z", "iopub.status.busy": "2026-08-20T12:40:52.015271Z", "iopub.status.idle": "2026-08-20T12:40:52.018166Z", "shell.execute_reply": "2026-08-20T12:40:52.017402Z" } }, "outputs": [], "source": [ "import os\n", "\n", "os.environ[\"KERAS_BACKEND\"] = \"jax\"" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-08-20T12:40:52.020206Z", "iopub.status.busy": "2026-08-20T12:40:52.019983Z", "iopub.status.idle": "2026-08-20T12:40:53.943897Z", "shell.execute_reply": "2026-08-20T12:40:53.942707Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: Using backend 'jax'\n" ] } ], "source": [ "import zea\n", "from zea.visualize import plot_image_grid, set_mpl_style" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-08-20T12:40:53.947242Z", "iopub.status.busy": "2026-08-20T12:40:53.946998Z", "iopub.status.idle": "2026-08-20T12:40:54.502490Z", "shell.execute_reply": "2026-08-20T12:40:54.501321Z" } }, "outputs": [], "source": [ "zea.init_device(verbose=False)\n", "set_mpl_style()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Batching raw channel data\n", "\n", "Point `zea.Dataloader` at the file(s) or folder(s), and give it the key to read. Each carotid file holds\n", "`raw_data` of shape `(150, 149, 2176, 128, 1)` — `(n_frames, n_tx, n_ax, n_el, n_ch)` — where every\n", "frame is a sweep of 128 focused scanlines followed by 21 plane waves. `axis_selections` loads only\n", "the plane waves, saving the memory and I/O of the scanlines we don't need here." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-08-20T12:40:54.505714Z", "iopub.status.busy": "2026-08-20T12:40:54.505600Z", "iopub.status.idle": "2026-08-20T12:40:55.752555Z", "shell.execute_reply": "2026-08-20T12:40:55.751228Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "batches: 2\n", "first batch: (2, 21, 2176, 128, 1) int16\n" ] } ], "source": [ "loader = zea.Dataloader(\n", " file_paths,\n", " key=\"data/raw_data\",\n", " batch_size=2,\n", " limit_n_frames=1, # keeps this notebook fast\n", " axis_selections={1: plane_waves},\n", ")\n", "\n", "print(\"batches:\", len(loader))\n", "\n", "batch = next(iter(loader))\n", "print(\"first batch:\", batch.shape, batch.dtype)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Temporal blocks\n", "\n", "Instead of loading (a batch of) single frames, one can also load batches of (consecutive) frames.\n", "\n", "Set `n_frames > 1` to get blocks of frames per sample. For raw data, put the frame axis first with `frame_axis=0` so samples keep the `(n_frames, n_tx, n_ax, n_el, n_ch)` layout of the file.\n", "\n", "**More options**\n", "- `frame_index_stride` subsamples within a block\n", "- `overlapping_blocks=True` slides the block by one frame instead of `n_frames`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-08-20T12:40:55.755229Z", "iopub.status.busy": "2026-08-20T12:40:55.754618Z", "iopub.status.idle": "2026-08-20T12:40:55.801422Z", "shell.execute_reply": "2026-08-20T12:40:55.799989Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "blocks: 225\n", "sample shape: (2, 21, 2176, 128, 1)\n" ] } ], "source": [ "loader = zea.Dataloader(\n", " file_paths,\n", " key=\"data/raw_data\",\n", " batch_size=None, # no batching: one sample at a time\n", " n_frames=2,\n", " frame_axis=0,\n", " axis_selections={1: plane_waves},\n", " shuffle=False,\n", ")\n", "\n", "# We're not iterating this dataloader to avoid (pre)fetching all frames.\n", "print(\"blocks:\", len(loader))\n", "print(\"sample shape:\", loader.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Metadata and file selection\n", "\n", "A zea file carries **much more** than its data array!\n", "\n", "We can use `return_metadata` to load any metadata fields we want, and `file_filter` to drop files that don't match a condition. Both take **dotted paths** into the file: a path may point at a single field (`\"scan.sound_speed\"`) or at a whole group (`\"metadata.subject\"`), in which case the full group is returned.\n", "\n", "The returned metadata mirrors the [zea file spec](../../_autosummary/zea.data.spec.rst).\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: \u001b[33mDEBUG\u001b[0m file_filter excluded 'hf://zeahub/zea-carotid-2023/data/2_long_2cm_0000.hdf5'.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: file_filter kept 2/3 files (1 removed).\n", "samples after filtering: 4\n", "carotid artery | subject 3 (human) | Verasonics Vantage 256 | c = 1540.0 m/s\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "loader = zea.Dataloader(\n", " file_paths,\n", " key=\"data/raw_data\",\n", " batch_size=None,\n", " limit_n_frames=2,\n", " axis_selections={1: plane_waves},\n", " shuffle=False,\n", " file_filter={\"metadata.subject.id\": \"3\"},\n", " return_metadata=[\n", " \"metadata.subject\",\n", " \"metadata.annotations\",\n", " \"scan.sound_speed\",\n", " \"scan.time_to_next_transmit\",\n", " \"probe.probe_geometry\",\n", " \"us_machine\",\n", " ],\n", ")\n", "\n", "\n", "def _to_display(x):\n", " x = zea.func.envelope_detect(x.astype(\"float32\"), axis=-3)[::8]\n", " x = zea.func.normalize(x, (0, 1))\n", " return zea.func.log_compress(x)\n", "\n", "\n", "images, titles = [], []\n", "for sample, metadata in loader:\n", " images.append(_to_display(sample[0])) # select tx 0\n", " annotations, file = metadata[\"metadata\"][\"annotations\"], metadata[\"file\"]\n", " titles.append(f\"{annotations['view'].split()[0]}\\nframe {file['indices'][0]}\")\n", "\n", "subject = metadata[\"metadata\"][\"subject\"]\n", "print(\"samples after filtering:\", len(loader))\n", "print(\n", " f\"{annotations['anatomy']} | subject {subject['id']} ({subject['type']}) \"\n", " f\"| {metadata['us_machine']} | c = {metadata['scan']['sound_speed']} m/s\"\n", ")\n", "\n", "fig, _ = plot_image_grid(\n", " images, ncols=4, vmin=-50, vmax=0, titles=titles, figsize=(8, 3), cmap=\"gray\"\n", ")" ] } ], "metadata": { "kernelspec": { "display_name": "zea (3.12.x)", "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.undefined" }, "zea": { "tags": [ "data loading", "training" ], "level": "beginner" } }, "nbformat": 4, "nbformat_minor": 2 }