p2ch14_malben_baseline.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "%matplotlib inline\n",
    "from matplotlib import pyplot\n",
    "\n",
    "import p2ch14.dsets\n",
    "import p2ch14.model\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2020-05-12 21:52:35,369 INFO     pid:7408 p2ch14.dsets:322:__init__ <p2ch14.dsets.MalignantLunaDataset object at 0x000001A6577B0C50>: 51583 validation samples, 51429 neg, 154 pos, unbalanced ratio\n"
     ]
    }
   ],
   "source": [
    "ds = p2ch14.dsets.MalignantLunaDataset(val_stride=10, isValSet_bool=True)  # <1>\n",
    "nodules = ds.ben_list + ds.mal_list\n",
    "is_mal = torch.tensor([n.isMal_bool for n in nodules])  # <2>\n",
    "diam  = torch.tensor([n.diameter_mm for n in nodules])\n",
    "num_mal = is_mal.sum()  # <3>\n",
    "num_ben = len(is_mal) - num_mal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "threshold = torch.linspace(diam.max(), diam.min())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions = (diam[None] >= threshold[:, None])  # <1>\n",
    "tp_diam = (predictions & is_mal[None]).sum(1).float() / num_mal  # <2>\n",
    "fp_diam = (predictions & ~is_mal[None]).sum(1).float() / num_ben"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "fp_diam_diff =  fp_diam[1:] - fp_diam[:-1]\n",
    "tp_diam_avg  = (tp_diam[1:] + tp_diam[:-1])/2\n",
    "auc_diam = (fp_diam_diff * tp_diam_avg).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([22.7815, 22.5843, 22.3870, 22.1898, 21.9925, 21.7953, 21.5980, 21.4008,\n",
      "        21.2035, 21.0062, 20.8090, 20.6117, 20.4145, 20.2172, 20.0200, 19.8227,\n",
      "        19.6255, 19.4282, 19.2310, 19.0337, 18.8365, 18.6392, 18.4420, 18.2447,\n",
      "        18.0474, 17.8502, 17.6529, 17.4557, 17.2584, 17.0612, 16.8639, 16.6667,\n",
      "        16.4694, 16.2722, 16.0749, 15.8777, 15.6804, 15.4832, 15.2859, 15.0886,\n",
      "        14.8914, 14.6941, 14.4969, 14.2996, 14.1024, 13.9051, 13.7079, 13.5106,\n",
      "        13.3134, 13.1161, 12.9189, 12.7216, 12.5244, 12.3271, 12.1298, 11.9326,\n",
      "        11.7353, 11.5381, 11.3408, 11.1436, 10.9463, 10.7491, 10.5518, 10.3546,\n",
      "        10.1573,  9.9601,  9.7628,  9.5656,  9.3683,  9.1710,  8.9738,  8.7765,\n",
      "         8.5793,  8.3820,  8.1848,  7.9875,  7.7903,  7.5930,  7.3958,  7.1985,\n",
      "         7.0013,  6.8040,  6.6068,  6.4095,  6.2122,  6.0150,  5.8177,  5.6205,\n",
      "         5.4232,  5.2260,  5.0287,  4.8315,  4.6342,  4.4370,  4.2397,  4.0425,\n",
      "         3.8452,  3.6479,  3.4507,  3.2534])\n",
      "tensor([0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
      "        0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
      "        0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
      "        0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
      "        0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
      "        0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0098, 0.0098, 0.0098, 0.0098,\n",
      "        0.0098, 0.0098, 0.0098, 0.0098, 0.0098, 0.0098, 0.0098, 0.0098, 0.0098,\n",
      "        0.0196, 0.0196, 0.0294, 0.0392, 0.0392, 0.0588, 0.0686, 0.0686, 0.0686,\n",
      "        0.0686, 0.0784, 0.0980, 0.0980, 0.0980, 0.1275, 0.1275, 0.1275, 0.1667,\n",
      "        0.1961, 0.2255, 0.2353, 0.3137, 0.3529, 0.3725, 0.4020, 0.4314, 0.4804,\n",
      "        0.5294, 0.5980, 0.7059, 0.7843, 0.8627, 0.9118, 0.9412, 0.9510, 0.9706,\n",
      "        1.0000])\n",
      "tensor([0.0192, 0.0192, 0.0192, 0.0192, 0.0192, 0.0192, 0.0192, 0.0192, 0.0192,\n",
      "        0.0385, 0.0385, 0.0385, 0.0385, 0.0385, 0.0385, 0.0385, 0.0577, 0.0577,\n",
      "        0.0577, 0.0577, 0.0577, 0.0769, 0.0769, 0.0769, 0.0769, 0.0769, 0.0962,\n",
      "        0.0962, 0.1346, 0.1346, 0.1346, 0.1346, 0.1346, 0.1346, 0.1538, 0.1538,\n",
      "        0.1731, 0.1731, 0.1731, 0.1731, 0.1731, 0.2115, 0.2115, 0.2308, 0.2500,\n",
      "        0.2885, 0.2885, 0.3269, 0.3269, 0.3462, 0.3654, 0.3654, 0.4038, 0.4038,\n",
      "        0.4231, 0.4231, 0.4231, 0.4423, 0.5000, 0.5000, 0.5000, 0.5192, 0.5577,\n",
      "        0.5577, 0.5577, 0.5769, 0.5769, 0.5962, 0.5962, 0.5962, 0.6154, 0.6346,\n",
      "        0.6731, 0.6731, 0.7115, 0.7115, 0.7308, 0.7500, 0.7500, 0.7692, 0.7885,\n",
      "        0.7885, 0.8269, 0.8462, 0.8654, 0.8654, 0.8654, 0.9038, 0.9615, 0.9615,\n",
      "        0.9808, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000, 1.0000,\n",
      "        1.0000])\n"
     ]
    }
   ],
   "source": [
    "fp_fill = torch.ones((fp_diam.shape[0] + 1,))\n",
    "fp_fill[:-1] = fp_diam\n",
    "\n",
    "tp_fill = torch.zeros((tp_diam.shape[0] + 1,))\n",
    "tp_fill[:-1] = tp_diam\n",
    "\n",
    "print(threshold)\n",
    "print(fp_diam)\n",
    "print(tp_diam)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 tensor(22.7815) tensor(0.) tensor(0.0192)\n",
      "1 tensor(22.5843) tensor(0.) tensor(0.0192)\n",
      "2 tensor(22.3870) tensor(0.) tensor(0.0192)\n",
      "3 tensor(22.1898) tensor(0.) tensor(0.0192)\n",
      "4 tensor(21.9925) tensor(0.) tensor(0.0192)\n",
      "5 tensor(21.7953) tensor(0.) tensor(0.0192)\n",
      "6 tensor(21.5980) tensor(0.) tensor(0.0192)\n",
      "7 tensor(21.4008) tensor(0.) tensor(0.0192)\n",
      "8 tensor(21.2035) tensor(0.) tensor(0.0192)\n",
      "9 tensor(21.0062) tensor(0.) tensor(0.0385)\n",
      "10 tensor(20.8090) tensor(0.) tensor(0.0385)\n",
      "11 tensor(20.6117) tensor(0.) tensor(0.0385)\n",
      "12 tensor(20.4145) tensor(0.) tensor(0.0385)\n",
      "13 tensor(20.2172) tensor(0.) tensor(0.0385)\n",
      "14 tensor(20.0200) tensor(0.) tensor(0.0385)\n",
      "15 tensor(19.8227) tensor(0.) tensor(0.0385)\n",
      "16 tensor(19.6255) tensor(0.) tensor(0.0577)\n",
      "17 tensor(19.4282) tensor(0.) tensor(0.0577)\n",
      "18 tensor(19.2310) tensor(0.) tensor(0.0577)\n",
      "19 tensor(19.0337) tensor(0.) tensor(0.0577)\n",
      "20 tensor(18.8365) tensor(0.) tensor(0.0577)\n",
      "21 tensor(18.6392) tensor(0.) tensor(0.0769)\n",
      "22 tensor(18.4420) tensor(0.) tensor(0.0769)\n",
      "23 tensor(18.2447) tensor(0.) tensor(0.0769)\n",
      "24 tensor(18.0474) tensor(0.) tensor(0.0769)\n",
      "25 tensor(17.8502) tensor(0.) tensor(0.0769)\n",
      "26 tensor(17.6529) tensor(0.) tensor(0.0962)\n",
      "27 tensor(17.4557) tensor(0.) tensor(0.0962)\n",
      "28 tensor(17.2584) tensor(0.) tensor(0.1346)\n",
      "29 tensor(17.0612) tensor(0.) tensor(0.1346)\n",
      "30 tensor(16.8639) tensor(0.) tensor(0.1346)\n",
      "31 tensor(16.6667) tensor(0.) tensor(0.1346)\n",
      "32 tensor(16.4694) tensor(0.) tensor(0.1346)\n",
      "33 tensor(16.2722) tensor(0.) tensor(0.1346)\n",
      "34 tensor(16.0749) tensor(0.) tensor(0.1538)\n",
      "35 tensor(15.8777) tensor(0.) tensor(0.1538)\n",
      "36 tensor(15.6804) tensor(0.) tensor(0.1731)\n",
      "37 tensor(15.4832) tensor(0.) tensor(0.1731)\n",
      "38 tensor(15.2859) tensor(0.) tensor(0.1731)\n",
      "39 tensor(15.0886) tensor(0.) tensor(0.1731)\n",
      "40 tensor(14.8914) tensor(0.) tensor(0.1731)\n",
      "41 tensor(14.6941) tensor(0.) tensor(0.2115)\n",
      "42 tensor(14.4969) tensor(0.) tensor(0.2115)\n",
      "43 tensor(14.2996) tensor(0.) tensor(0.2308)\n",
      "44 tensor(14.1024) tensor(0.) tensor(0.2500)\n",
      "45 tensor(13.9051) tensor(0.) tensor(0.2885)\n",
      "46 tensor(13.7079) tensor(0.) tensor(0.2885)\n",
      "47 tensor(13.5106) tensor(0.) tensor(0.3269)\n",
      "48 tensor(13.3134) tensor(0.) tensor(0.3269)\n",
      "49 tensor(13.1161) tensor(0.) tensor(0.3462)\n",
      "50 tensor(12.9189) tensor(0.0098) tensor(0.3654)\n",
      "51 tensor(12.7216) tensor(0.0098) tensor(0.3654)\n",
      "52 tensor(12.5244) tensor(0.0098) tensor(0.4038)\n",
      "53 tensor(12.3271) tensor(0.0098) tensor(0.4038)\n",
      "54 tensor(12.1298) tensor(0.0098) tensor(0.4231)\n",
      "55 tensor(11.9326) tensor(0.0098) tensor(0.4231)\n",
      "56 tensor(11.7353) tensor(0.0098) tensor(0.4231)\n",
      "57 tensor(11.5381) tensor(0.0098) tensor(0.4423)\n",
      "58 tensor(11.3408) tensor(0.0098) tensor(0.5000)\n",
      "59 tensor(11.1436) tensor(0.0098) tensor(0.5000)\n",
      "60 tensor(10.9463) tensor(0.0098) tensor(0.5000)\n",
      "61 tensor(10.7491) tensor(0.0098) tensor(0.5192)\n",
      "62 tensor(10.5518) tensor(0.0098) tensor(0.5577)\n",
      "63 tensor(10.3546) tensor(0.0196) tensor(0.5577)\n",
      "64 tensor(10.1573) tensor(0.0196) tensor(0.5577)\n",
      "65 tensor(9.9601) tensor(0.0294) tensor(0.5769)\n",
      "66 tensor(9.7628) tensor(0.0392) tensor(0.5769)\n",
      "67 tensor(9.5656) tensor(0.0392) tensor(0.5962)\n",
      "68 tensor(9.3683) tensor(0.0588) tensor(0.5962)\n",
      "69 tensor(9.1710) tensor(0.0686) tensor(0.5962)\n",
      "70 tensor(8.9738) tensor(0.0686) tensor(0.6154)\n",
      "71 tensor(8.7765) tensor(0.0686) tensor(0.6346)\n",
      "72 tensor(8.5793) tensor(0.0686) tensor(0.6731)\n",
      "73 tensor(8.3820) tensor(0.0784) tensor(0.6731)\n",
      "74 tensor(8.1848) tensor(0.0980) tensor(0.7115)\n",
      "75 tensor(7.9875) tensor(0.0980) tensor(0.7115)\n",
      "76 tensor(7.7903) tensor(0.0980) tensor(0.7308)\n",
      "77 tensor(7.5930) tensor(0.1275) tensor(0.7500)\n",
      "78 tensor(7.3958) tensor(0.1275) tensor(0.7500)\n",
      "79 tensor(7.1985) tensor(0.1275) tensor(0.7692)\n",
      "80 tensor(7.0013) tensor(0.1667) tensor(0.7885)\n",
      "81 tensor(6.8040) tensor(0.1961) tensor(0.7885)\n",
      "82 tensor(6.6068) tensor(0.2255) tensor(0.8269)\n",
      "83 tensor(6.4095) tensor(0.2353) tensor(0.8462)\n",
      "84 tensor(6.2122) tensor(0.3137) tensor(0.8654)\n",
      "85 tensor(6.0150) tensor(0.3529) tensor(0.8654)\n",
      "86 tensor(5.8177) tensor(0.3725) tensor(0.8654)\n",
      "87 tensor(5.6205) tensor(0.4020) tensor(0.9038)\n",
      "88 tensor(5.4232) tensor(0.4314) tensor(0.9615)\n",
      "89 tensor(5.2260) tensor(0.4804) tensor(0.9615)\n",
      "90 tensor(5.0287) tensor(0.5294) tensor(0.9808)\n",
      "91 tensor(4.8315) tensor(0.5980) tensor(1.)\n",
      "92 tensor(4.6342) tensor(0.7059) tensor(1.)\n",
      "93 tensor(4.4370) tensor(0.7843) tensor(1.)\n",
      "94 tensor(4.2397) tensor(0.8627) tensor(1.)\n",
      "95 tensor(4.0425) tensor(0.9118) tensor(1.)\n",
      "96 tensor(3.8452) tensor(0.9412) tensor(1.)\n",
      "97 tensor(3.6479) tensor(0.9510) tensor(1.)\n",
      "98 tensor(3.4507) tensor(0.9706) tensor(1.)\n",
      "99 tensor(3.2534) tensor(1.) tensor(1.)\n"
     ]
    }
   ],
   "source": [
    "for i in range(threshold.shape[0]):\n",
    "    print(i, threshold[i], fp_diam[i], tp_diam[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "diam: 10.55, x: 0.01, y: 0.56\n",
      "diam: 5.42, x: 0.43, y: 0.96\n"
     ]
    },
    {
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      "text/plain": [
       "<Figure size 8400x6000 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pyplot.figure(figsize=(7,5), dpi=1200)\n",
    "for i in [62, 88]:\n",
    "    pyplot.scatter(fp_diam[i], tp_diam[i], color='red')\n",
    "    print(f'diam: {round(threshold[i].item(), 2)}, x: {round(fp_diam[i].item(), 2)}, y: {round(tp_diam[i].item(), 2)}')\n",
    "pyplot.fill(fp_fill, tp_fill, facecolor='#0077bb', alpha=0.25)\n",
    "pyplot.plot(fp_diam, tp_diam, label=f'diameter baseline, AUC={auc_diam:.3f}')\n",
    "pyplot.title(f'ROC diameter baseline, AUC={auc_diam:.3f}')\n",
    "pyplot.ylabel('true positive rate')\n",
    "pyplot.xlabel('false positive rate')\n",
    "pyplot.savefig('roc_diameter_baseline.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = p2ch14.model.LunaModel()\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "sd = torch.load('data/part2/models/cls_2020-02-08_01.19.40_finetune-head.best.state')\n",
    "model.load_state_dict(sd['model_state'])\n",
    "model.to(device)\n",
    "model.eval();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2020-05-12 21:52:45,027 INFO     pid:7408 p2ch14.dsets:322:__init__ <p2ch14.dsets.MalignantLunaDataset object at 0x000001A65D9D96A0>: 51583 validation samples, 51429 neg, 154 pos, unbalanced ratio\n"
     ]
    }
   ],
   "source": [
    "ds = p2ch14.dsets.MalignantLunaDataset(val_stride=10, isValSet_bool=True)\n",
    "dl = torch.utils.data.DataLoader(ds, batch_size=32, num_workers=4)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "preds = []\n",
    "truth = []\n",
    "for inp, label, _, _, _ in dl:\n",
    "    inp = inp.to(device)    \n",
    "    truth += (label[:,1]>0).tolist()\n",
    "    with torch.no_grad():\n",
    "        _, p = model(inp)\n",
    "        preds += p[:, 1].tolist()\n",
    "truth = torch.tensor(truth)\n",
    "preds = torch.tensor(preds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2100x1500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_mal = truth.sum()\n",
    "num_ben = len(truth) - num_mal\n",
    "threshold = torch.linspace(1, 0)\n",
    "tp_finetune = ((preds[None] >= threshold[:, None]) & truth[None]).sum(1).float() / num_mal\n",
    "fp_finetune = ((preds[None] >= threshold[:, None]) & ~truth[None]).sum(1).float() / num_ben\n",
    "fp_finetune_diff = fp_finetune[1:]-fp_finetune[:-1]\n",
    "tp_finetune_avg  = (tp_finetune[1:]+tp_finetune[:-1])/2\n",
    "auc_finetune = (fp_finetune_diff * tp_finetune_avg).sum()\n",
    "\n",
    "pyplot.figure(figsize=(7,5), dpi=300)\n",
    "pyplot.fill(fp_fill, tp_fill, facecolor='#0077bb', alpha=0.25)\n",
    "pyplot.plot(fp_diam, tp_diam, label=f'diameter baseline, AUC={auc_diam:.3f}')\n",
    "pyplot.plot(fp_finetune, tp_finetune, label=f'1 layer fine-tuned, AUC={auc_finetune:.3f}')\n",
    "pyplot.legend()\n",
    "pyplot.savefig('roc_finetune.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "if 1:\n",
    "    fn = 'data/part2/models/cls_2020-02-08_00.19.45_finetune-depth2.best.state'\n",
    "    model = p2ch14.model.LunaModel()\n",
    "    sd = torch.load(fn, map_location='cpu')['model_state']\n",
    "    model.load_state_dict(sd)\n",
    "    model.to(device)\n",
    "    model.eval();\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.eval()\n",
    "preds = []\n",
    "truth = []\n",
    "for inp, label, _, _, _ in dl:\n",
    "    inp = inp.to(device)    \n",
    "    truth += (label[:,1]>0).tolist()\n",
    "    with torch.no_grad():\n",
    "        _, p = model(inp)\n",
    "        preds += p[:, 1].tolist()\n",
    "truth = torch.tensor(truth)\n",
    "preds = torch.tensor(preds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2100x1500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_mal = truth.sum()\n",
    "num_ben = len(truth) - num_mal\n",
    "threshold = torch.linspace(1, 0)\n",
    "tp = ((preds[None] >= threshold[:, None]) & truth[None]).sum(1).float() / num_mal\n",
    "fp = ((preds[None] >= threshold[:, None]) & ~truth[None]).sum(1).float() / num_ben\n",
    "\n",
    "fp_diff = fp[1:]-fp[:-1]\n",
    "tp_avg  = (tp[1:]+tp[:-1])/2\n",
    "auc_modified = (fp_diff * tp_avg).sum()\n",
    "\n",
    "pyplot.figure(figsize=(7,5), dpi=300)\n",
    "pyplot.fill(fp_fill, tp_fill, facecolor='#0077bb', alpha=0.25)\n",
    "pyplot.plot(fp_diam, tp_diam, label=f'diameter baseline, AUC={auc_diam:.3f}')\n",
    "pyplot.plot(fp_finetune, tp_finetune, label=f'1 layer fine-tuned, AUC={auc_finetune:.3f}')\n",
    "pyplot.plot(fp, tp, label=f'2 layers fine-tuned, AUC={auc_modified:.3f}')\n",
    "pyplot.legend()\n",
    "pyplot.savefig('roc_modified.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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