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@ShawnHymel
Created February 25, 2020 23:54
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{
"cells": [
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"#!python -m pip install binho-host-adapter\n",
"#!python -m pip install adafruit-blinka\n",
"#!python -m pip install adafruit-circuitpython-msa301"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"import board\n",
"import busio\n",
"import adafruit_msa301\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import time"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"# Settings\n",
"label_name = 'down_up'\n",
"num_class_samples = 10 # Number of samples to collect for this label category\n",
"time_per_sample = 2.0 # Seconds\n",
"accel_sample_rate = 25 # Times per second (Hz) to read from accelerometer\n",
"num_accel_samples = int(time_per_sample * accel_sample_rate)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"# Create library object using Bus I2C port\n",
"i2c = busio.I2C(board.SCL, board.SDA)\n",
"msa = adafruit_msa301.MSA301(i2c)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(0.124490234375, 1.09168359375, 10.734888671875)\n",
"0.040997982025146484\n"
]
}
],
"source": [
"# Test reading from sensor\n",
"start = time.time()\n",
"print(msa.acceleration)\n",
"print(time.time() - start)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"# Connect to Binho Nova and read samples\n",
"def capture_accel(nsamples):\n",
" samples = np.zeros((nsamples, 3))\n",
" for i in range(nsamples):\n",
" \n",
" # Use timer to determine when to take measurement next\n",
" start = time.time()\n",
" \n",
" # Read X, Y, and Z acceleration over I2C and convert to g-force\n",
" accel = msa.acceleration\n",
" sample = np.array([axis / 9.80665 for axis in accel])\n",
" samples[i] = sample\n",
" \n",
" # Wait before reading again\n",
" while (time.time() - start) < (1. / accel_sample_rate):\n",
" pass\n",
" \n",
" return samples"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Press enter and draw shape with board\n",
"Sample 0 captured with shape: (50, 3)\n",
"Press enter and draw shape with board\n",
"Sample 1 captured with shape: (50, 3)\n",
"Press enter and draw shape with board\n",
"Sample 2 captured with shape: (50, 3)\n",
"Press enter and draw shape with board\n",
"Sample 3 captured with shape: (50, 3)\n",
"Press enter and draw shape with board\n",
"Sample 4 captured with shape: (50, 3)\n",
"Press enter and draw shape with board\n",
"Sample 5 captured with shape: (50, 3)\n",
"Press enter and draw shape with board\n",
"Sample 6 captured with shape: (50, 3)\n",
"Press enter and draw shape with board\n",
"Sample 7 captured with shape: (50, 3)\n",
"Press enter and draw shape with board\n",
"Sample 8 captured with shape: (50, 3)\n",
"Press enter and draw shape with board\n",
"Sample 9 captured with shape: (50, 3)\n"
]
}
],
"source": [
"# Capture sample set\n",
"accel_data = np.zeros((num_class_samples, num_accel_samples, 3))\n",
"i = 0\n",
"while i < num_class_samples:\n",
" input('Press enter and draw shape with board')\n",
" try:\n",
" \n",
" # Get sample from Binho Nova\n",
" samples = capture_accel(num_accel_samples)\n",
" accel_data[i] = np.array(samples)\n",
" print('Sample', i, 'captured with shape:', accel_data[i].shape)\n",
" i += 1\n",
" \n",
" except:\n",
" print('Error parsing samples. Try again.')\n",
" pass"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1008x144 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x144 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x144 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x144 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x144 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot a few\n",
"for sample_idx in range(5):\n",
" fig = plt.figure(figsize=(14,2))\n",
" ax = fig.add_subplot(111)\n",
" ax.plot(accel_data[sample_idx, :, 0], label='x')\n",
" ax.plot(accel_data[sample_idx, :, 1], label='y')\n",
" ax.plot(accel_data[sample_idx, :, 2], label='z')\n",
" plt.legend(loc='upper left')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"# Save raw accelerometer data\n",
"np.save(label_name, accel_data)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[[0.54537401 0.04101291 0.95062058]\n",
" [0.54439751 0.04784839 0.93646136]\n",
" [0.55562723 0.05126613 0.93548487]\n",
" ...\n",
" [0.52877354 0.12889771 0.92571989]\n",
" [0.53023829 0.14208043 0.92864938]\n",
" [0.52096156 0.14745116 0.92474339]]\n",
"\n",
" [[0.53414428 0.15331015 0.94964408]\n",
" [0.51656732 0.12889771 0.93890261]\n",
" [0.52682055 0.15526315 0.90081919]\n",
" ...\n",
" [0.50045511 0.0869083 0.90423694]\n",
" [0.49508437 0.08544356 0.90667818]\n",
" [0.49703737 0.08495531 0.92718463]]\n",
"\n",
" [[0.53414428 0.11376199 0.94671459]\n",
" [0.53902677 0.12938595 0.94036735]\n",
" [0.5253558 0.10497351 0.94573809]\n",
" ...\n",
" [0.57906318 0.14403342 0.88275399]\n",
" [0.57076295 0.14696291 0.86664177]\n",
" [0.57418069 0.15868089 0.88568348]]\n",
"\n",
" ...\n",
"\n",
" [[0.26902514 0.03271268 0.99163349]\n",
" [0.2636544 0.05810162 0.93060238]\n",
" [0.18651107 0.03271268 0.93597311]\n",
" ...\n",
" [0.22166499 0.14354517 1.05705884]\n",
" [0.21531776 0.12694471 1.05608234]\n",
" [0.21434126 0.1318272 1.06682382]]\n",
"\n",
" [[0.20408803 0.09032604 1.08049478]\n",
" [0.1987173 0.12303872 1.09416575]\n",
" [0.20799403 0.11864448 1.08147128]\n",
" ...\n",
" [0.27634887 0.10253227 1.09611875]\n",
" [0.27586062 0.1088795 1.05559409]\n",
" [0.27537237 0.12157397 1.01555768]]\n",
"\n",
" [[0.30417906 0.17821084 0.91351367]\n",
" [0.27830186 0.17332835 0.95940906]\n",
" [0.1767461 0.0869083 0.93353187]\n",
" ...\n",
" [0.20408803 0.03271268 1.10246598]\n",
" [0.19334656 0.01122972 1.08293603]\n",
" [0.1957878 0.03564217 1.06291782]]]\n"
]
}
],
"source": [
"# Test: load array\n",
"test_data = np.load(label_name + '.npy')\n",
"print(test_data)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.7.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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