notebooks/Label_Offline_TESTING.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e75609cf-9d59-48bc-8bee-c4921381c3c1",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ltindall/.pyenv/versions/3.10.9/envs/rfml-dev/lib/python3.10/site-packages/cupyx/jit/_interface.py:173: FutureWarning: cupyx.jit.rawkernel is experimental. The interface can change in the future.\n",
      "  cupy._util.experimental('cupyx.jit.rawkernel')\n"
     ]
    }
   ],
   "source": [
    "import glob\n",
    "\n",
    "from pathlib import Path\n",
    "from tqdm import tqdm\n",
    "\n",
    "import annotation_utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "c5845bcd-2582-406a-907d-37be420e5ed1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "None\n",
      "None\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "def foo(a=None, b=None, c=None, d=None):\n",
    "    print(a)\n",
    "    print(b)\n",
    "    print(c)\n",
    "    print(d)\n",
    "param = {}#{'b':2, 'c':3, 'd':4}\n",
    "foo(a = 1, **param)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "67c3d043-9837-465e-af91-6b8ba7853f8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "25.0"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "400/16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "3fe5a8cb-041b-42fb-bbc4-3616ffe6517f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "2*2*2*2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "21666a63-1482-4daa-9bf7-5ac0f8216219",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 0.49560546875 0.3544921875 0.6010028966591734 0.16638854913324924\n"
     ]
    }
   ],
   "source": [
    "annotation = \"1 0.49560546875 0.3544921875 0.201484375 0.05578125\"\n",
    "annotation_split = annotation.split(\" \")\n",
    "w = float(annotation_split[-2])\n",
    "h = float(annotation_split[-1]) \n",
    "new_w = w\n",
    "new_h = h\n",
    "if h * w < 0.1:\n",
    "    mult_const = np.sqrt(0.1/(w*h))\n",
    "    new_w = mult_const * w\n",
    "    new_h = mult_const * h\n",
    "    if new_w > 1:\n",
    "        new_w = 1.0\n",
    "        new_h = 0.1\n",
    "\n",
    "new_annotation = f\"{annotation_split[0]} {annotation_split[1]} {annotation_split[2]} {new_w} {new_h}\"\n",
    "print(new_annotation)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "02dc6048-5d4d-4cfb-b7b1-bdc44b968225",
   "metadata": {},
   "outputs": [],
   "source": [
    "s3_data = {\n",
    "    \"anom_wifi\": [\n",
    "        # \"data/gamutrf/gamutrf-sd-gr-ieee-wifi/test_offline/anom*.sigmf-meta\",\n",
    "    ],\n",
    "    \"wifi\": [\n",
    "        # \"data/gamutrf/gamutrf-sd-gr-ieee-wifi/test_offline/wifi*.sigmf-meta\",\n",
    "        \"data/gamutrf/gamutrf-nz-nonanon-wifi/wifi-encoding-6-sendsps-10000000.s16.zst.sigmf-meta\",\n",
    "    ],\n",
    "}\n",
    "\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f87bdbd6-85ed-48c3-9e1c-68ef7fb0ca49",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|                                                                                                                                                                                                                                                                | 0/1 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Loaded \n",
      " Data file: data/gamutrf/gamutrf-nz-nonanon-wifi/wifi-encoding-6-sendsps-10000000.s16.zst.sigmf-data \n",
      " SigMF-Meta file: data/gamutrf/gamutrf-nz-nonanon-wifi/wifi-encoding-6-sendsps-10000000.s16.zst.sigmf-meta\n",
      "\n",
      "Error: Cannot read beyond EOF.\n",
      "np.max(avg_pwr_db)=-47.9807026638734\n",
      "np.mean(avg_pwr_db)=-62.09306906341323\n",
      "median absolute deviation threshold = -60.497820105321566\n",
      "using threshold = -60.497820105321566\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "  0%|                                                                                                                                                                                                                                                              | 0/129 [00:00<?, ?it/s]\u001b[A\n",
      "  1%|█▉                                                                                                                                                                                                                                                    | 1/129 [00:00<00:55,  2.29it/s]\u001b[A\n",
      "  7%|█████████████████▏                                                                                                                                                                                                                                    | 9/129 [00:00<00:05, 20.72it/s]\u001b[A\n",
      " 12%|████████████████████████████▍                                                                                                                                                                                                                        | 15/129 [00:00<00:03, 30.55it/s]\u001b[A\n",
      " 16%|███████████████████████████████████████▉                                                                                                                                                                                                             | 21/129 [00:00<00:02, 38.33it/s]\u001b[A\n",
      " 22%|███████████████████████████████████████████████████████                                                                                                                                                                                              | 29/129 [00:00<00:02, 48.29it/s]\u001b[A\n",
      " 28%|████████████████████████████████████████████████████████████████████▎                                                                                                                                                                                | 36/129 [00:00<00:01, 51.04it/s]\u001b[A\n",
      " 33%|███████████████████████████████████████████████████████████████████████████████▊                                                                                                                                                                     | 42/129 [00:01<00:01, 48.74it/s]\u001b[A\n",
      " 38%|█████████████████████████████████████████████████████████████████████████████████████████████                                                                                                                                                        | 49/129 [00:01<00:01, 52.68it/s]\u001b[A\n",
      " 43%|████████████████████████████████████████████████████████████████████████████████████████████████████████▍                                                                                                                                            | 55/129 [00:01<00:01, 51.47it/s]\u001b[A\n",
      " 49%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▋                                                                                                                             | 63/129 [00:01<00:01, 57.91it/s]\u001b[A\n",
      " 54%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▉                                                                                                                | 70/129 [00:01<00:00, 59.30it/s]\u001b[A\n",
      " 60%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏                                                                                                | 78/129 [00:01<00:00, 64.00it/s]\u001b[A\n",
      " 66%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▍                                                                                   | 85/129 [00:01<00:00, 63.76it/s]\u001b[A\n",
      " 71%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▋                                                                      | 92/129 [00:01<00:00, 61.65it/s]\u001b[A\n",
      " 77%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████                                                         | 99/129 [00:02<00:00, 59.45it/s]\u001b[A\n",
      " 82%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▍                                           | 106/129 [00:02<00:00, 58.88it/s]\u001b[A\n",
      " 88%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▋                            | 114/129 [00:02<00:00, 63.60it/s]\u001b[A\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 129/129 [00:02<00:00, 52.57it/s]\u001b[A\n",
      "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:07<00:00,  7.44s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Writing 128 annotations to data/gamutrf/gamutrf-nz-nonanon-wifi/wifi-encoding-6-sendsps-10000000.s16.zst.sigmf-meta\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "for label in s3_data:\n",
    "    for data_glob in s3_data[label]:\n",
    "        for f in tqdm(glob.glob(str(Path(data_glob)))):\n",
    "            annotation_utils.annotate(f, label=label, avg_window_len=256, avg_duration=3, debug=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "470cac24-7cb4-4670-83a8-c93fe81c7962",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b61384c3-9b9b-4334-82a9-efb23cf4827d",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}