mirror of
https://github.com/macaodha/batdetect2.git
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802 lines
547 KiB
Plaintext
802 lines
547 KiB
Plaintext
{
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"cells": [
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"cell_type": "code",
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"execution_count": 1,
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"id": "c539b3c0-19bf-47d7-9efb-9859d4b29686",
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"metadata": {
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"iopub.execute_input": "2024-11-18T22:43:39.142523Z",
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}
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},
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"outputs": [],
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"source": [
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"%load_ext autoreload\n",
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"%autoreload 2"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "ef860e06-f18d-411c-9f3e-eb8422775fb6",
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"metadata": {
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"outputs": [
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"name": "stderr",
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"text": [
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"/home/santiago/Software/bat_detectors/batdetect2/.venv/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",
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" from .autonotebook import tqdm as notebook_tqdm\n"
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]
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}
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],
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"source": [
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"from pathlib import Path\n",
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"from typing import List, Optional\n",
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"\n",
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"import matplotlib.pyplot as plt\n",
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"import numpy as np\n",
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"import xarray as xr\n",
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"from batdetect2.compat.data import load_annotation_project\n",
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"from batdetect2.train.preprocess import TrainPreprocessingConfig, preprocess_annotations\n",
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"from matplotlib.patches import Rectangle\n",
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"from soundevent import arrays, data"
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]
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},
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{
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"attachments": {},
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"cell_type": "markdown",
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"id": "fc92a1fc-f7ca-480c-8aae-6a60c194c5a7",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2024-04-24T16:17:15.039908Z",
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"iopub.status.busy": "2024-04-24T16:17:15.037455Z",
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}
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},
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"source": [
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"# Audio Data Preprocessing for Bat Call Detection with batdetect2\n",
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"\n",
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"In this Notebook, we will guide you through the steps of preparing your audio data for training a bat call detection model using `batdetect2`. This process involves transforming raw audio recordings into a structured dataset that a machine learning model can learn from. \n",
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"\n",
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"Here's a breakdown of the key sections we'll cover:\n",
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"\n",
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"1. **Loading Annotations:**\n",
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" - Importing existing bat call annotations, either in the standard `soundevent` format or from older batdetect2 versions.\n",
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"\n",
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"2. **Annotation Mapper:**\n",
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" - Creating a custom `Mapper` class to assign meaningful labels (e.g., species or \"social call\") to each detected bat call.\n",
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"\n",
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"3. **Configuring Preprocessing:**\n",
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" - Understanding the `PreprocessingConfig` object and its parameters for customizing how the audio data is transformed.\n",
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" - Saving the configuration for reproducibility.\n",
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"\n",
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"4. **Preprocessing Audio Data:**\n",
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" - Applying the preprocessing pipeline to all annotated audio clips.\n",
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"\n",
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"5. **Understanding the Outputs:**\n",
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" - Exploring the structure of the output NetCDF files, which contain spectrograms, detection arrays, class arrays, size arrays, and metadata attributes.\n",
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" - Visualizing the spectrograms, detections, class probabilities, and sizes of the bat calls."
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]
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},
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{
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"attachments": {},
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"cell_type": "markdown",
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"id": "c664c34f-bc0c-453a-b3e0-3c0554d863af",
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"metadata": {},
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"source": [
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"## Loading Annotations\n",
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"\n",
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"In this section, we'll focus on loading annotations that identify the presence of bat calls within your audio recordings. These annotations are crucial for training your machine learning model, as they provide the ground truth labels for the bat calls.\n",
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"\n",
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"### Understanding Annotation Formats\n",
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"\n",
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"* **Soundevent `ClipAnnotation` Objects:** The preferred way to work with annotations is using `ClipAnnotation` objects from the `soundevent` package. These objects can be directly exported from tools like `whombat` and provide a structured way to represent sound events in audio clips.\n",
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"\n",
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"* **Legacy batdetect2 Format:** If you have annotations from older versions of `batdetect2`, we've got you covered! The `batdetect2.data.compat` module provides tools to load and convert annotations from the previous batdetect2 format into the modern `ClipAnnotation` format."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "cdd3f5aa-d083-4c08-b70a-8ced4850586b",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2024-11-18T22:43:45.332273Z",
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Loaded 3 annotated clips from /home/santiago/Software/bat_detectors/batdetect2/example_data\n"
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]
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}
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],
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"source": [
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"# Data Directory Setup\n",
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"data_dir = Path.cwd().parent / \"example_data\" # Path to the example data directory\n",
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"\n",
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"proj = load_annotation_project(\n",
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" data_dir / \"anns\", # Specify the folder containing annotation files (json files)\n",
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" audio_dir=data_dir / \"audio\", # Specify the folder containing audio recordings\n",
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")\n",
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"\n",
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"# Verify the number of loaded clips and the data directory\n",
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"print(f\"Loaded {len(proj.clip_annotations)} annotated clips from {data_dir}\")"
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]
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},
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{
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"cell_type": "markdown",
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"id": "e0094d6c-31a2-4f2e-850c-1b71a3d8929a",
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"metadata": {},
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"source": [
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"## Annotation Mapper: Assigning Classes to Bat Calls\n",
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"\n",
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"In this section, we'll create a Mapper object that translates between bat call annotations (which can be complex) and simple class labels that your machine learning model can understand. This mapper defines which bat calls are relevant, how to assign them a class (like species), and how to decode model predictions back into the original annotation format."
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]
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},
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{
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"attachments": {},
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"cell_type": "markdown",
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"id": "1e13c56d-75ef-445a-95fe-53f825c5a606",
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"metadata": {},
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"source": [
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"## Configuring Preprocessing\n",
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"\n",
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"To fine-tune how your audio data is prepared for the model, you can create a PreprocessingConfig object. This object controls various aspects of the preprocessing pipeline, including the sample rate, frequency range, spectrogram settings, and more."
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]
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},
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{
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"cell_type": "markdown",
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"id": "a86bcb98-b135-489e-b6da-678dd15c2846",
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"metadata": {},
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"source": [
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"### Using Default Configuration"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "347c7137-b06b-4725-b4b8-3087ea8068f0",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2024-11-18T22:43:45.382790Z",
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"iopub.status.busy": "2024-11-18T22:43:45.382222Z",
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}
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},
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"outputs": [],
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"source": [
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"# Create a configuration object with default values\n",
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"config = TrainPreprocessingConfig()"
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]
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},
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{
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"cell_type": "markdown",
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"id": "a117d303-707b-4854-a9fe-75781e9577f9",
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"metadata": {},
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"source": [
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"### Customizing the Configuration\n",
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"\n",
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"If you have specific requirements or want to experiment with different settings, you can modify the configuration. Below is a list of the available fields and their default values for reference. You can change them as needed:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"id": "d11ed67a-c796-412f-8931-f94eeb737868",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2024-11-18T22:44:21.911286Z",
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"iopub.status.busy": "2024-11-18T22:44:21.910523Z",
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}
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},
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"outputs": [],
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"source": [
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"from batdetect2.preprocess import (\n",
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" AudioConfig,\n",
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" FFTConfig,\n",
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" FrequencyConfig,\n",
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" PcenScaleConfig,\n",
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" PreprocessingConfig,\n",
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" ResampleConfig,\n",
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" SpecSizeConfig,\n",
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" SpectrogramConfig,\n",
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")\n",
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"from batdetect2.terms import TagInfo, TermInfo\n",
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"from batdetect2.train.targets import TargetConfig, build_class_mapper\n",
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"\n",
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"preprocess_config = PreprocessingConfig(\n",
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" audio=AudioConfig(\n",
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" resample=ResampleConfig(\n",
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" samplerate=256_000, # Target sample rate for resampling audio\n",
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" mode=\"poly\",\n",
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" ),\n",
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" center=True, # Whether to remove the mean from the raw audio.\n",
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" scale=False, # Whether to scale the raw audio values to -1,-1 range\n",
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" duration=None, # Duration (in seconds) of each training example\n",
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" ),\n",
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" spectrogram=SpectrogramConfig(\n",
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" fft=FFTConfig(\n",
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" window_duration=512 / 256_000, # Window length for FFT in seconds\n",
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" window_overlap=0.75, # Overlap between FFT windows\n",
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" window_fn=\"hann\",\n",
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" ),\n",
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" frequencies=FrequencyConfig(\n",
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" max_freq=120_000, # Maximum frequency to include in spectrogram\n",
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" min_freq=10_000, # Minimum frequency to include in spectrogram\n",
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" ),\n",
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" scale=PcenScaleConfig(), # Spectrogram scaling method (\"pcen\", \"db\", or None)\n",
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" denoise=True, # Whether to apply spectral denoising\n",
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" max_scale=False, # Whether to max-scale the spectrogram\n",
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" size=SpecSizeConfig(\n",
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" height=256, # Height of the spectrogram (number of frequency bins)\n",
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" resize_factor=0.5, # Time resolution of the spectrogram (seconds per pixel)\n",
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" ),\n",
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" ),\n",
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")\n",
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"\n",
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"targets = TargetConfig(\n",
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" classes=[\n",
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" TagInfo(\n",
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" key=\"class\",\n",
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" label=\"Eptesicus serotinus\",\n",
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" value=\"Eptesicus serotinus\",\n",
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" ),\n",
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" TagInfo(\n",
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" key=\"class\",\n",
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" value=\"Myotis mystacinus\",\n",
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" label=\"Myotis mystacinus\",\n",
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" ),\n",
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" TagInfo(\n",
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" key=\"class\",\n",
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" value=\"Pipistrellus pipistrellus\",\n",
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" label=\"Pipistrellus pipistrellus\",\n",
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" ),\n",
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" TagInfo(\n",
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" key=\"class\",\n",
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" value=\"Rhinolophus ferrumequinum\",\n",
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" label=\"Rhinolophus ferrumequinum\",\n",
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" ),\n",
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" ]\n",
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")\n",
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"\n",
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"\n",
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"config = TrainPreprocessingConfig(\n",
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" preprocessing=preprocess_config,\n",
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" target=targets,\n",
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")"
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]
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},
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{
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"cell_type": "markdown",
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"id": "df5df21e-beeb-47d6-b151-2cbb44c8a0ad",
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"metadata": {},
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"source": [
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"## Preprocessing\n",
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"\n",
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"With our annotation mapper and configuration defined, we're ready to preprocess the audio data to prepare it for training our machine learning model. This crucial step involves:\n",
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"\n",
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"* Converting annotations to a model-friendly format: We'll transform the raw annotations (using our custom Mapper) into a format that our model can directly use for learning.\n",
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"* Saving preprocessed data: We'll store the prepared data in a structured way for easy access during the training process."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 13,
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"id": "84de78ca-10b6-464f-9799-15f18afb1f97",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2024-11-18T22:44:22.605005Z",
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 3/3 [00:00<00:00, 5.00it/s]\n"
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]
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}
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],
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"source": [
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"preprocess_annotations(\n",
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" proj.clip_annotations, # Provide a list of clip annotations\n",
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" data_dir / \"preprocessed\", # Output directory\n",
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" config=config, # Preprocessing configuration (either default or custom)\n",
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" replace=True, # Replace any existing preprocessed data\n",
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")"
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]
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},
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{
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"cell_type": "markdown",
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"id": "2881ed78-162f-4138-91c8-7404c8863d1e",
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"metadata": {},
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"source": [
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"## Understanding the Outputs\n",
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"\n",
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"After preprocessing, each annotated audio clip is transformed into a self-contained NetCDF file. These NetCDF files store multiple arrays of data (like spectrograms and labels) along with metadata about their coordinates (time and frequency). This combination offers several advantages for training your machine learning model:\n",
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"\n",
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"* **Structured Data with Coordinates**: Instead of dealing with raw multi-dimensional arrays, NetCDF provides a clear structure with time and frequency information attached to each data point. This simplifies the process of extracting specific regions or slices of data for analysis.\n",
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"* **Efficient Storage and Access**: NetCDF files are optimized for storing array data, resulting in smaller file sizes compared to raw formats. They also support fast random access, allowing you to quickly read only the portions of data you need during training, which is crucial for handling large datasets efficiently.\n",
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"* **Bundled Training Artifacts**: All the essential components for training your model on a single audio clip are conveniently packaged together in one NetCDF file. This includes the spectrogram (a visual representation of the audio's frequencies), the corresponding labels for each bat call, and the shared coordinate information."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 14,
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"id": "c63b7694-3f6c-409d-8c72-5df8fd001025",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2024-11-18T22:44:23.399970Z",
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"iopub.status.busy": "2024-11-18T22:44:23.399617Z",
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"iopub.status.idle": "2024-11-18T22:44:23.456867Z",
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"shell.execute_reply": "2024-11-18T22:44:23.455876Z",
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"shell.execute_reply.started": "2024-11-18T22:44:23.399936Z"
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}
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Found 3 processed NetCDF files.\n"
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]
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}
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],
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"source": [
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"# Gather All Processed NetCDF Files\n",
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"output_files = list((data_dir / \"preprocessed\").glob(\"*.nc\"))\n",
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"print(f\"Found {len(output_files)} processed NetCDF files.\")\n",
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"\n",
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"# Load an Example NetCDF File\n",
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"example = xr.open_dataset(output_files[0])"
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]
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},
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{
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"cell_type": "markdown",
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"id": "00c06ec6-6df8-4491-9c02-e2b1b3481e51",
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"metadata": {},
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"source": [
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"Now that we have a NetCDF file loaded as an `xarray.Dataset`, let's explore its contents to see how the preprocessed data is organized. This will give us insight into the information available for training our machine learning model."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"id": "2344eb37-fc72-4143-ad9c-b01c56754768",
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"metadata": {
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"execution": {
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"shell.execute_reply": "2024-11-18T22:44:24.425454Z",
|
|
"shell.execute_reply.started": "2024-11-18T22:44:24.347161Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"# The example data is an xr.Dataset with four data variables and additional helpful attributes\n",
|
|
"\n",
|
|
"# Data variables\n",
|
|
"spectrogram = example[\"spectrogram\"] # The preprocessed spectrogram data\n",
|
|
"detection_array = example[\"detection\"] # Array indicating if a detection was made\n",
|
|
"class_array = example[\"class\"] # Array indicating the class of the detection\n",
|
|
"size_array = example[\"size\"] # Array with the size of each detection\n",
|
|
"\n",
|
|
"# Metadata Attributes\n",
|
|
"config_attr = example.attrs[\"config\"] # train preprocessing config\n",
|
|
"clip_annotation_attr = example.attrs[\"clip_annotation\"] # Original annotation"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"id": "c115b239-4605-4572-8ab9-7e6e3c26ff90",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2024-11-18T22:44:24.923915Z",
|
|
"iopub.status.busy": "2024-11-18T22:44:24.921933Z",
|
|
"iopub.status.idle": "2024-11-18T22:44:24.999326Z",
|
|
"shell.execute_reply": "2024-11-18T22:44:24.997152Z",
|
|
"shell.execute_reply.started": "2024-11-18T22:44:24.923834Z"
|
|
}
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"### Spectrogram"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"id": "6572902e-bd1f-4a4d-b5e4-0d84664c3c9d",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2024-11-18T22:44:25.674041Z",
|
|
"iopub.status.busy": "2024-11-18T22:44:25.671879Z",
|
|
"iopub.status.idle": "2024-11-18T22:44:26.193576Z",
|
|
"shell.execute_reply": "2024-11-18T22:44:26.192794Z",
|
|
"shell.execute_reply.started": "2024-11-18T22:44:25.673960Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Spectrogram Dimensions: ('frequency', 'time')\n",
|
|
"Spectrogram Shape: (128, 512)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1500x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Display Spectrogram Dimensions and Shape\n",
|
|
"print(f\"Spectrogram Dimensions: {spectrogram.dims}\")\n",
|
|
"print(f\"Spectrogram Shape: {spectrogram.shape}\")\n",
|
|
"\n",
|
|
"# Plot the Spectrogram\n",
|
|
"spectrogram.plot(figsize=(15, 4), cmap=\"Greys\");"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "f4e334d5-97bc-4707-9441-be9bd87746c0",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Detections Array\n",
|
|
"\n",
|
|
"Each bat call identified in the audio is represented in the `detection_array`, which has the same dimensions as the spectrogram. This array helps us visually pinpoint the start and frequency range of each detected bat call:\n",
|
|
"\n",
|
|
"* Gaussian Point Marking: A small Gaussian point (a concentrated dot) is placed at the lower-left corner of each bat call's location on the spectrogram.\n",
|
|
"* Start Time and Frequency: The Gaussian point marks the exact time the bat call begins and the call's lowest frequency.\n",
|
|
"\n",
|
|
"Let's visualize the locations of these bat calls on the spectrogram to better understand how the the call location is represented."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"id": "6c658b7c-c7de-49cc-b2bf-ecb15c37449c",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2024-11-18T22:44:27.866159Z",
|
|
"iopub.status.busy": "2024-11-18T22:44:27.865327Z",
|
|
"iopub.status.idle": "2024-11-18T22:44:28.542364Z",
|
|
"shell.execute_reply": "2024-11-18T22:44:28.541315Z",
|
|
"shell.execute_reply.started": "2024-11-18T22:44:27.866087Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Detection Array Dimensions: ('frequency', 'time')\n",
|
|
"Detection Array Shape: (128, 512)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.collections.QuadMesh at 0x71d269cf8380>"
|
|
]
|
|
},
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1500x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Display Detection Array Dimensions and Shape\n",
|
|
"print(f\"Detection Array Dimensions: {detection_array.dims}\")\n",
|
|
"print(f\"Detection Array Shape: {detection_array.shape}\")\n",
|
|
"\n",
|
|
"# Plot the grayscale spectrogram on the axes\n",
|
|
"_, ax = plt.subplots(figsize=(15, 4))\n",
|
|
"spectrogram.plot(ax=ax, cmap=\"Greys\")\n",
|
|
"\n",
|
|
"# Overlay the detections on top of the spectrogram\n",
|
|
"detection_array.where(detection_array > 0.1).plot(\n",
|
|
" ax=ax, # Plot on the same axes as the spectrogram\n",
|
|
" alpha=0.5, # Set transparency of the detection overlays\n",
|
|
" vmin=0, # Minimum value for the colormap\n",
|
|
" vmax=1, # Maximum value for the colormap\n",
|
|
" add_colorbar=False, # Don't add a separate colorbar for detections\n",
|
|
" cmap=\"Reds\", # Use a red colormap for the detections\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "004f30bf-0771-4420-bb03-dab817e590d8",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Predicted Class Probabilities\n",
|
|
"\n",
|
|
"The `class_array` also has the same dimensions as the spectrogram, but with an additional dimension to represent the probability of each location belonging to each bat call class (species or social call). This allows us to visualize where the model is most confident in its predictions."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"id": "7b6fd8ec-de4f-41c0-a6e0-564d144fcbcc",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2024-11-18T22:44:38.061435Z",
|
|
"iopub.status.busy": "2024-11-18T22:44:38.060644Z",
|
|
"iopub.status.idle": "2024-11-18T22:44:39.060157Z",
|
|
"shell.execute_reply": "2024-11-18T22:44:39.059343Z",
|
|
"shell.execute_reply.started": "2024-11-18T22:44:38.061379Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Class Array Dimensions: ('category', 'frequency', 'time')\n",
|
|
"Class Array Shape: (4, 128, 512)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1500x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Display Class Array Dimensions and Shape\n",
|
|
"print(f\"Class Array Dimensions: {class_array.dims}\")\n",
|
|
"print(f\"Class Array Shape: {class_array.shape}\")\n",
|
|
"\n",
|
|
"# Plot the grayscale spectrogram as the base layer\n",
|
|
"_, ax = plt.subplots(figsize=(15, 4))\n",
|
|
"spectrogram.plot(ax=ax, cmap=\"Greys\")\n",
|
|
"\n",
|
|
"# Define colormaps for each class\n",
|
|
"cmaps = {\n",
|
|
" \"Eptesicus serotinus\": \"Reds\",\n",
|
|
" \"Myotis mystacinus\": \"Blues\",\n",
|
|
" \"Pipistrellus pipistrellus\": \"Greens\",\n",
|
|
" \"Rhinolophus ferrumequinum\": \"Purples\",\n",
|
|
" \"social\": \"Greys\",\n",
|
|
" \"Bat\": \"Oranges\",\n",
|
|
"}\n",
|
|
"\n",
|
|
"# Iterate through each class label\n",
|
|
"for class_label in class_array.category.values:\n",
|
|
"\n",
|
|
" # Select the 2D probability array for the current class\n",
|
|
" array = class_array.sel(category=class_label)\n",
|
|
"\n",
|
|
" # Overlay the class probabilities on the spectrogram, highlighting areas above a threshold\n",
|
|
" array.where(array > 0.1).plot(\n",
|
|
" vmin=0, # Minimum probability for the colormap\n",
|
|
" vmax=1, # Maximum probability for the colormap\n",
|
|
" alpha=0.5, # Set transparency to see the spectrogram underneath\n",
|
|
" cmap=cmaps[class_label], # Use the appropriate colormap for the class\n",
|
|
" add_colorbar=False, # Don't add separate colorbars for each class\n",
|
|
" add_labels=False, # Don't add axis labels (they're already on the plot)\n",
|
|
" )"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "2050e8a1-dbef-458e-a5bc-8d7256f6137e",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2024-07-15T23:57:59.752201Z",
|
|
"iopub.status.busy": "2024-07-15T23:57:59.751403Z",
|
|
"iopub.status.idle": "2024-07-15T23:57:59.828876Z",
|
|
"shell.execute_reply": "2024-07-15T23:57:59.827115Z",
|
|
"shell.execute_reply.started": "2024-07-15T23:57:59.752132Z"
|
|
}
|
|
},
|
|
"source": [
|
|
"### Bat Call Sizes\n",
|
|
"\n",
|
|
"The `size_array` provides information about the size of each detected bat call in terms of its duration (length in time) and bandwidth (range of frequencies).\n",
|
|
"\n",
|
|
"**Note**: The size values in the `size_array` are stored relative to the resolution of the spectrogram. This means they represent proportions of the spectrogram's time and frequency dimensions rather than absolute values in seconds and Hertz. This relative scaling is beneficial for machine learning, as it keeps the values within a manageable range for the model to learn."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"id": "0e5f8311-8ffb-4c29-af47-dd3349eab147",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2024-11-18T22:45:49.616702Z",
|
|
"iopub.status.busy": "2024-11-18T22:45:49.615898Z",
|
|
"iopub.status.idle": "2024-11-18T22:45:50.383648Z",
|
|
"shell.execute_reply": "2024-11-18T22:45:50.383000Z",
|
|
"shell.execute_reply.started": "2024-11-18T22:45:49.616634Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Size Array Dimensions: ('dimension', 'frequency', 'time')\n",
|
|
"Size Array Shape: (2, 128, 512)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1500x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Display Size Array Dimensions and Shape\n",
|
|
"print(f\"Size Array Dimensions: {size_array.dims}\")\n",
|
|
"print(f\"Size Array Shape: {size_array.shape}\")\n",
|
|
"\n",
|
|
"# Plot the grayscale spectrogram as the base layer\n",
|
|
"_, ax = plt.subplots(figsize=(15, 4))\n",
|
|
"spectrogram.plot(ax=ax, cmap=\"Greys\")\n",
|
|
"\n",
|
|
"# Find non-zero size locations\n",
|
|
"indices = np.argwhere((size_array != 0).any(dim=\"dimension\").values)\n",
|
|
"\n",
|
|
"for freq_idx, time_idx in indices:\n",
|
|
" # Get size at this location\n",
|
|
" point = size_array.isel(time=time_idx, frequency=freq_idx)\n",
|
|
"\n",
|
|
" # Calculate width in seconds\n",
|
|
" width = point.sel(dimension=\"width\") / config.heatmaps.time_scale\n",
|
|
"\n",
|
|
" # Calculate height in Hz\n",
|
|
" height = point.sel(dimension=\"height\") / config.heatmaps.frequency_scale\n",
|
|
"\n",
|
|
" # Draw rectangle\n",
|
|
" ax.add_artist(\n",
|
|
" Rectangle((point.time, point.frequency), width, height, ec=\"red\", fc=\"none\")\n",
|
|
" )"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "ac88601d-f743-4110-94de-7dc6836c69a2",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Metadata Attributes\n",
|
|
"\n",
|
|
"In addition to the data arrays, each NetCDF file contains important metadata attributes that provide context and traceability. These attributes include the preprocessing configuration and the original clip annotation."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"id": "64c5b7b9-abf6-4b29-baee-711237cdb527",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2024-11-18T22:44:41.482135Z",
|
|
"iopub.status.busy": "2024-11-18T22:44:41.481206Z",
|
|
"iopub.status.idle": "2024-11-18T22:44:41.573920Z",
|
|
"shell.execute_reply": "2024-11-18T22:44:41.571905Z",
|
|
"shell.execute_reply.started": "2024-11-18T22:44:41.482065Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"<class 'soundevent.data.clip_annotations.ClipAnnotation'>\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Get config as JSON string\n",
|
|
"config_attr = example.attrs[\"config\"]\n",
|
|
"\n",
|
|
"# Load and validate configuration from JSON string\n",
|
|
"loaded_config = TrainPreprocessingConfig.model_validate_json(config_attr)\n",
|
|
"\n",
|
|
"# Ensure the loaded config matches the one used\n",
|
|
"assert config == loaded_config\n",
|
|
"\n",
|
|
"# Get annotation as JSON string\n",
|
|
"clip_annotation_json = example.attrs[\"clip_annotation\"]\n",
|
|
"\n",
|
|
"# Load and validate clip annotation from JSON string\n",
|
|
"clip_annotation = data.ClipAnnotation.model_validate_json(clip_annotation_json)\n",
|
|
"\n",
|
|
"# Display the annotation type\n",
|
|
"print(type(clip_annotation))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "4bc0625a-2441-488a-8a6c-15709547a09e",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "batdetect2-dev",
|
|
"language": "python",
|
|
"name": "batdetect2-dev"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.12.5"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|