{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# DeepExtractor: Minimal Example\n", "\n", "This notebook shows the core DeepExtractor workflow in the simplest possible way:\n", "one noise realization, one sine-Gaussian wavelet injected at SNR=20, reconstructed by the model, and plotted." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import torch\n", "import matplotlib.pyplot as plt\n", "\n", "import deepextractor\n", "from deepextractor.generation.glitch_functions import generate_sine_gaussian\n", "from deepextractor.generation.generate_timeseries import generate_gaussian_noise, SNR_SCALING_FACTOR_BILBY\n", "from deepextractor.utils.signal import whitened_snr_scaling" ] }, { "cell_type": "code", "execution_count": 2, "id": "7c53373a", "metadata": {}, "outputs": [], "source": [ "SAMPLE_RATE = 4096\n", "T = 2.0 # total duration (seconds)\n", "LENGTH = int(T * SAMPLE_RATE) # 8192 samples\n", "T_INJ = T / 2 # inject signal at midpoint\n", "SNR = 20\n", "DEVICE = \"cuda\" if torch.cuda.is_available() else \"cpu\"" ] }, { "cell_type": "markdown", "id": "02a2163e", "metadata": {}, "source": [ "## Step 1 — Generate noise and inject a sine-Gaussian wavelet" ] }, { "cell_type": "code", "execution_count": 3, "id": "f44c7ad5", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Generating bilby noise...: 100%|██████████| 1/1 [00:00<00:00, 242.47it/s]\n" ] } ], "source": [ "# One realization of bilby-simulated noise (whitened L1 strain)\n", "noise = generate_gaussian_noise(0, np.sqrt(SAMPLE_RATE), 1, (LENGTH,), bilby_noise=True)[0]" ] }, { "cell_type": "code", "execution_count": 4, "id": "f6486328", "metadata": {}, "outputs": [], "source": [ "# Generate a sine-Gaussian wavelet (0.5 s duration, max frequency 64 Hz)\n", "_, wavelet = generate_sine_gaussian(duration=0.5, freq_max=64)\n", "wavelet = wavelet - np.mean(wavelet) # remove DC offset\n", "wavelet = whitened_snr_scaling(wavelet, snr=SNR / SNR_SCALING_FACTOR_BILBY) # scale to SNR=20 in bilby frame\n", "\n", "# Inject into noise at the midpoint\n", "len_glitch = len(wavelet)\n", "id_start = int(T_INJ * SAMPLE_RATE) - len_glitch // 2\n", "\n", "noisy_glitch = noise.copy()\n", "noisy_glitch[id_start : id_start + len_glitch] += wavelet\n", "\n", "# Ground-truth: the injected signal zero-padded to full length\n", "injected = noisy_glitch - noise" ] }, { "cell_type": "markdown", "id": "0b05772f", "metadata": {}, "source": [ "## Step 2 — Load the DeepExtractor model" ] }, { "cell_type": "code", "execution_count": 5, "id": "f177e73f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/homebrew/Caskroom/miniforge/base/envs/deepextractor/lib/python3.12/site-packages/sklearn/base.py:463: InconsistentVersionWarning: Trying to unpickle estimator StandardScaler from version 1.5.2 when using version 1.8.0. This might lead to breaking code or invalid results. Use at your own risk. For more info please refer to:\n", "https://scikit-learn.org/stable/model_persistence.html#security-maintainability-limitations\n", " warnings.warn(\n", "/opt/homebrew/Caskroom/miniforge/base/envs/deepextractor/lib/python3.12/site-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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model loaded on: cpu\n" ] } ], "source": [ "# Downloads weights automatically from Hugging Face Hub if not cached locally.\n", "# The scaler is loaded from assets/scaler_bilby.pkl automatically.\n", "model = deepextractor.DeepExtractorModel(device=DEVICE)\n", "print(f\"Model loaded on: {model.device}\")" ] }, { "cell_type": "markdown", "id": "e61402ae", "metadata": {}, "source": [ "## Step 3 — Reconstruct with DeepExtractor\n", "\n", "`model.reconstruct()` handles the full pipeline internally:\n", "1. Scale the input with the pretrained StandardScaler\n", "2. Compute the STFT (spectrogram) of the noisy input\n", "3. Feed it through the U-Net — the model outputs a clean *background* (noise-only) estimate\n", "4. Inverse STFT → undo scaling → subtract background to recover the signal" ] }, { "cell_type": "code", "execution_count": 6, "id": "ab45beab", "metadata": {}, "outputs": [], "source": [ "reconstructed = model.reconstruct(noisy_glitch)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t = np.linspace(0, T, LENGTH)\n", "\n", "fig, ax = plt.subplots(figsize=(7, 4))\n", "ax.plot(t, noisy_glitch, label='Input', color='gray', linestyle='--', linewidth=1, alpha = 0.4)\n", "ax.plot(t, injected, label='Injected (ground truth)', color='black', linestyle='--', linewidth=1.5)\n", "ax.plot(t, reconstructed, label='Reconstructed (DeepExtractor)', color='C2', linewidth=1.5, alpha=0.85)\n", "ax.set_xlabel('Time (s)', fontsize=13)\n", "ax.set_ylabel('Amplitude', fontsize=13)\n", "ax.set_title('Sine-Gaussian Wavelet: Injected vs Reconstructed (SNR=20)', fontsize=14)\n", "ax.legend(fontsize=12)\n", "ax.grid(True)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "3cc10923", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "deepextractor", "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": "3.12.12" } }, "nbformat": 4, "nbformat_minor": 5 }