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@henripal
Created November 12, 2018 15:44
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Guitar Classifier - Inference and cam\n",
"\n",
"model and image: https://www.dropbox.com/sh/wy5uhhxmxghxci0/AADbPnM5-6PcJ1GvRlI6nbJOa?dl=0 \n",
"rough draft, based on: \n",
"https://github.com/henripal/maps/blob/master/nbs/big_resnet50-interpret-gradcam.ipynb\n",
"https://nbviewer.jupyter.org/github/MicPie/lung/blob/master/lung_fibrosis_v5_ResNet34_Grad-CAM.ipynb \n"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {},
"outputs": [],
"source": [
"%reload_ext autoreload\n",
"%autoreload 2\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {},
"outputs": [],
"source": [
"from fastai import *\n",
"from fastai.vision import *\n",
"import fastai\n",
"import numpy as np\n",
"import scipy.ndimage\n",
"\n",
"import PIL"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"labels = (['fender_telecaster', 'gibson_les_paul', 'gibson_es', \n",
" 'gibson_explorer', 'gibson_flying_v', 'fender_mustang', \n",
" 'fender_stratocaster', 'gibson_sg', 'fender_jaguar', \n",
" 'gibson_firebird', 'fender_jazzmaster'])\n",
"\n",
"# lookup\n",
"names = {'fender_telecaster': \"Fender Telecaster\",\n",
" 'gibson_les_paul': \"Gibson Les Paul\",\n",
" 'gibson_es': \"Gibson ES\", \n",
" 'gibson_explorer': \"Gibson Explorer\",\n",
" 'gibson_flying_v': \"Gibson Flying V\",\n",
" 'fender_mustang': \"Fender Mustang\",\n",
" 'fender_stratocaster': 'Fender Stratocaster', \n",
" 'gibson_sg': \"Gibson SG\",\n",
" 'fender_jaguar': \"Fender Jaguar\",\n",
" 'gibson_firebird': \"Gibson Firebird\", \n",
" 'fender_jazzmaster': \"Fender Jazzmaster\"}"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"MODEL = 'v0.1-stage-3-50.pth'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load and setup the model"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [],
"source": [
"path = Path(\"./\")\n",
"data = ImageDataBunch.single_from_classes(path, labels, tfms=get_transforms(max_warp=0.0), size=299).normalize(imagenet_stats)\n",
"learn = create_cnn(data, models.resnet50)\n",
"\n",
"target_layer = learn.model[0][-1][-1]\n",
"\n",
"fmap_hook = fastai.callbacks.hook_output(target_layer)\n",
"def gradient_torch_hook(self, grad_input, grad_output):\n",
" return grad_input\n",
"\n",
"gradient_hook = fastai.callbacks.Hook(target_layer, gradient_torch_hook, is_forward=False)\n",
"\n",
"learn.model.eval();\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"fname = 'guitar.jpeg'"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"img = open_image(fname)\n",
"pred_class, pred_idx, outputs = learn.predict(img) "
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
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1jbfafsniETi2/wCulnJH+8/6Z1+09n4N/wCEo1C8xptpafY/+nr/AJaf6z/0\nXU3w7+E3w4+B2of8IV8Jvhj4f8LaXeWvn2uk+H9Gj06DzLf/AGLb/lpJHJH/AOA9a/g0ePf7V0Lx\nH8RPDlrpWqeING8nWdJttY+1QW+oR/6R5cc/lx+Z+7ku/wB5JHH/AKuOvzjM+P8AE4lt4Snoexhe\nGqWH/j1Cvo/hIf8ACS3mm6pqV3/oflz/APTvcRySSf8AbT/WR/8AouqfgTxP4L8bHQfGnw78R2uv\n+FvFejf8SbVtNuvPguPL/eRyRyf9NI5J/wDwHrY8Z694a8L+JNL1LU9StftP7yC6ts/6R9jkj8zz\nPLj/AHkn7yOD/v5JXN+NPizpmqG207w5pl1afY7qOe1vrm1/cW/l/wDTP/nn5fmR/wDLP/WV4vtM\n+4g/5+f+4z1v+EvLzY+I9gdL0y28bEf8ge6jnuv+uf8Aq7j/AMhySSf6z/lnHR458UeCPCw/4Rvx\nHqX+mf8AQItv39x/37j/AHlcBrnjLxL4o/5Cnjz/AEP7L5P2a2tZILf/AD/10krK+walpel3g0vU\nrX/nh9m/1H/bPy69HLuAMV/zFVDhxXE31f8AgUzuZ/2mtNGlW32/w3d3VzZ2scN1c3PlwfaPL/5a\nf89P3n7uT/tpXnPjj9sLw34X1D/io/BGv2ln/wBBa28u6tLf/rp9mkkuI4/+mn2fy44/9ZJWX4k8\nR6lpml/8TT/2n/0zrm7zX9N/5CWqab/o3/xvzK+jxXBWTYj/AJ+HlUOJsfh/gOq8SeI9S1TT/wC0\ntU+J2lf2VeWv+i/ZrXz57iOSOOT9xJHJ+8j/ANZ/yz/7aV5748+MniTS/Dd5pvwl8NfZLO8/4+tX\nuf8Aj4uP+mn/AKMrlbb/AIQnVNQ/4RvwRpv2Wz+1f8u1rH/10r5//wCCjX7XH/DI/wABP7S8HWt1\nqHibxBdfYvDtvfWv+j2/l+Z5lw/7z/nn/wCRK4cq4DwtPFf7VU9oGO4jq4j4B3/BRe/03S/2F/H2\np6hqdpafbLXrc+XB9ovPM/dx/wDTSSTy6/LDwh+3n+1D8DLq50X4B/GvxV4a0Gfm20GHWJfskfmf\nxpB/q49/+sr3T4PeA/j3+21+zl8Rv2g/2tPFninVdI8EeCdQn8Af2iPJtLi/+z3EkkkaRx/vfL+T\n95/00r5Q/aLH/F0rxv8Ap2j/APRdfo2DwOBo1PqsoHzHt/3pk/ED4qfEX4s6/c+JPiP471HWNWvD\nm6vdRud5n/uf+hv+dcnRRXtRjy/CaCv9411FnZHw7/ZWpk9f31cu/wB41vweIZr/AExNNvuRB0rO\ntczxWx9Y/s+fGTBtwNRr7C+FfxV03VPs2m1+VvgjxFqelap/xLNRr6S+C/xu4tq/FuKOFXTrfWqB\n7uTZx9iufpfpd9puqaX/AMg2vln9tr/gl94c/aBurv4sfCvxJdaV4mBzf2Oq3Uk1pcH/AJ5p5n/H\nv/6LrqPhx8dzenBFehaX8S/7U/5iVfJZbmWY5Ji+fC1D7Cp9QzHC++fmR8N/+CX37bvxf+IV38N/\nBHwNupr2z/4+rm4ure1tAP7/AJ8snln/AIBX2t+zr/wa2/tunUB4j+IvxZ8AaAn/AD72/wBo1In/\nAMhxx/8AkSvc/wDhN/8AiY1618K/23Pjl4I/4lvhz4nXd3Z/8+2rfv6+4fiJmeMpck6R4c+G6X/P\nw6r4X/8ABCT4n6X8NrbwH4j/AGitKuvsf/HrfW2jSf8AbP8A1kldh4f/AOCIXxg0rk/GDw/df9ut\nxB/8crs/hH/wUT+J3/Mx6ba3Vev2n/BSXTSMH4ZXf/gVWVDPKpj/AGB/07PC9P8A+CP37QmldNS8\nFXX/AG9XEH/tvXW+D/8Agkv8YPt//FR+KtAtP+nm2upJ/wD2nHXptn+3z411UY0vwVpdr/183ck9\ndl4N/at8WYz4w8PWv2ft/Z3mb/8AyJJ+8ruoZxVKhwtmFT95CmN+Df8AwTp+B3w1v7fxL4xH/CVa\nrZ9P7SP+iQf9sP8A455le/2/9K5fwL8T/CnjXA0PUh/17/6l/wDviulvL4DoK73X+sHmSwzwnuTQ\n9JfN71c0/wD4/D9KofZuf8+ZXIar8YvBXw20xz4x8bWs1zZiSa6+zWx8z/v3+8kr0aE8Lg/frkuH\n1j+GfJ//AAUh/bC0vS/isP2fNT/5ANmI/wC2bq2/5/JP3n7z/pnHH5f/AG0/6515NpfxV/4QjT+f\n9K0G8/f/APXx/wBNI66z9oH4N+Hfi98ZfGXjW48SXX9hXgt706T9l/f58v8AefvPMk8v/Vyf+Q6i\n074P/s9/s/eG7zTb4Wul6V+7n0bVvFGsefb295PJ9nj8uSSTy4/3jwfu/wB3+8uI68rFccZXhH7C\nh+8Ouhw5j8R79T92ZvhP4teNvG//ACTnw3d6rbf8utzbf8u//TOST/V1zGufCrxt4X8D3mpaXptp\nquq+JP8Aj1/4nP8Ax7/aP3cfmf8ATPzJI46+jdKv/wDkFeJP+PS21i18j7N/008vzI/3f/bOSP8A\n7aV4P8ePiD4J+GviO80z/hCf+J9eXX9n2Hi22tbfz9P0+TzNQg8yST959njvPM/d/vP3lfHY7jvN\nMZ+4h+7Po6GR0sH/ANPDs/hZoRvfDf8Awrn49+A9AtLe70bydY0nVjb3VpqFnJ+7kt5Ek/dyR/8A\nTOT/AJ6R16Jp0a6X4a0r4Q+CfBV0Lb7TeaR9p0kW8FpokcdvJJb3EkfmR/u5NkEf7iOT95JH/wBd\nK+avhh4y8eaX8R7zUfj54c/tTwZrH7jRvEFt/wAen7z/AJZyf885K+p7TRdQ8E6f/adhqf2rSrvy\n5h9p/wCXeP8A+N1xU8Fj8wwvOfW1KeGxnx1P3hrapL/wkfgf/hJLDTf9Ms/L1H7N/wBNI/3kkf8A\n6Mjrg/jB4y/Z8/ZX8N3HxN8bfF/SvC1teeI/7e+0eKPFv7i4kkjjt5PI+0yfu4/s/meXb2/7v/pn\nX5bf8F7v+Ct/7bX7K/7Rdv8As2fsv/GC08M+Gbvw7HrH9oaToyf2kZLiS4jkj+0XHmeXHvjMkf2f\ny/8AWV+OfxB+JvxN+LXiR/GHxJ8d6zr+py9dR1/VJLqd/wDtpJX1mTeHGIxdJV8XV37HweOzz6vV\n9nQpn9LfhD/gsl+xr+0n8Vx8Jv2YPEWreM9V0zWbPGrGwksdM/eSSQf8vMfmSfu9/wDyz/7aV7v8\nQPFvjbVTbf8ACR/avsf/AFCLryPs8n7yP93JH+8/8iV/Pf8A8EIdVXTP2nLkgHObCY5/6Z3Ff0G6\nhF/xMP7N8OeJf/Any/8Anp/00r6ilwhk2VO1OH/gw8GecYrGe05zN83Tf+YXqX/btc1N/wAVJj/i\nV/ZLq5vP+ufn+Z5lPvLDGn/8TTw39q/1f/Ht+4+0fu/3dULyLTf+nq1+x/8APt/10jr1jzjK1CXB\n/wCJppv2T/0n/wBXWb4k17w3/aH/AC9/8s//AEZH/wBM/wDrpWxrBzqH/Er8Vf8AyP8A8tKyvEkW\npapx/wAff/7uPy6APPfEniP/AIld5/xMvsn+i/8AtOSvkL9uv9pv9rnw58J/7N/Zg8N3d1qv9sxw\nfbrHRvt0/l+ZJ/q4/Lk/6Z19k+MPDmm/2V/Zmqab/wAfn/TrJ/00jrlbf4X+Cf8AkJf6V/x9ef8A\n+i//ALZUqFWdYzmflP4nj/4LX/F3w3/wjeqeGvH9rZ3n/Pvo0enT3H/bSOOOT/tnXM/Dv9m/9uz4\nl6B4g8Ga38BfFXiDXrPy4NG17xzo/n2mnx/aP38aSXv7vzP+/lfsnb6Dpv8Ao2m/2laf9e1z/wBt\nP/tlVrf+0s/8hK0urz/r6jroscPsz4c8Gaz+1z4J+EniH9mr9sHUdK1W58SfDnXJvBw0C2jg+z/Z\n4447i3k8uOOOT93PH5fl/wDPOSvy5+Nkv9p69Zakf+Xvw9Zz/wDkOv2o/awA/wCE0+Gn/PzeazrG\nkf8AbO80O4k/79+ZBHX4o/Ff7+h/9i7Z/wDounhP95bD/l6cNRRRXuncFFFFAEkFyRwRXYeC/iBq\nOlng1xZGODTk61jXwtLELkmROB9Z/DP48Zr1rwh+0CR11H/69eH/ALFf7KnxY/aA0G88ReFtS0r7\nPZXXkH+1jIefL8zt/wBdK+oNK/4JqftCj/mHaBdf9vUn/wAbr8ozzJsvpYq0T0cLjqtMLT40HU+u\no1veE/ihqWl/8xKuV1z9in9pfwt/yFPg/dXX/XtdefUPhT4G/HI8/wDCB6r/ANvNfHVMBHD7Hq0M\n1PpDw38eP+JXbH+0q9O8N/Fr+1f+YlXxRq/itvBPiP8A4RzxFqFra6oOtsLqPfXZeE/iDqWP7N1T\n/j5q6MnS/jnsUMcfeHhP4tV6j8N/ihpvxK0v/kJfZLyzr4P8D/Ef+y/+Jn/aX/Hn/wAu1fSHwj8R\n/DH+y/7S1TxJ9k+2V7GEp+0Po8qx3sz6c8Ny+JNL/wCZktLr/r5/4+K9c/Z48ReI9L8Z239qaj9q\nF35llx9ouv8App/1zj/1f+sk8uvlLwlYaadQ/wCSnf8AouvoHwHEfC+l239l/wCl/wDHnP8AadW8\nyf8AeR3HmeZ5cckf/LPzP9Z/y08uvV5PZ/wDfNZ1c0wHJCmVf2g/ip8TdT+I/iHTf+E7u/sej82t\ntbfuIP8AR5I5JI5PL/1nmRyV5z4f8V6jqfg248RfCzw59quNH1m/h0e38T2txp0FxJJJJHHv8y38\nyOCS8jj/AHnlyfu/3kfmR16D8Vb/AEzxr8Z/+El8PacP9Muo/wC0NJ/18lxJ5clvJ/q/+ekfl/8A\nfusnV/h38RvDvhy3A+HOv3Zu9Gj043A0eT/WW8n+jyeZXxGaYXHLFVK9SnUPGoQ/s+lT9v8Auyi/\nhzUvFHhzSvDeqeJNV0q5+1f2ddXOk3X+kfu5I5PL8ySP/VyeR5f/AFzuK2LzXtN8L+G9K1LxHqVr\naW2j3UmnXX2n9x+7/wCWf/ouCSuY8SWHxg1TS7zUvEfirSvBelXl1HPdf8t7j935cfmeZ/q4/wDV\nx/8ALSOvmn9qjXv2e9U8N/2b4I+J3iDxBr15dSQazq32r/pn+78iTy/9Z/38rjwnDmc4yl7f2Zy4\nriDAUz1T4mf8FCP2e/A+l6r4b0rxJ/av2PxH/ot9bfuLe3k8yO48v/np/rPM/dxx18V/t5ftV/Eb\n4vNef8K71L+yrIWvkf6No3kT3Ef/AF0k/eR/6ySvEvEfjfw54I1C38San4ktdVubO6/4k1zj/kIf\nu/Ljkkj/AOekfz/+Q61fD/iLU/FGqf8AEq027urn/X1008FVotOnTNKGa0sR8Z9Y/wDBLX9sLxr4\nX0//AIZp/bB8Of8AEpvbX/QP7Xtf3GoR/wDTSvrHxP4yP7Pou/7M8ef2r4NvNGvJ7X+1v9fo9nHH\n5knmSf8APPy/+WleY/s5/Bb4G/tffs323hvxH/onjPw3+/tbn/UXHmeX/q/+uclfmJ/wXU+PPxY+\nD2vaF+yP4P8Ai9d/8I/eeEvtviHTrE+WLjzLi4jSOR4/+Wf7v/V/8tP+WlfouQYWriq3JMzx2O+p\n0vaQPjL9uz9rjxR+2r+0Lqfxx1yzNjbSwxWfh7SjKD/Z+nx58iPf/HJ9+SRz1kkkrxFOv4UGMnri\nkr9QhDkPgJz9ofY3/BFbVv7N/aruAR00Yzf9+5YzX9ImsS9tU037V/pX/tSOv5mv+CRt/wD2Z+1f\nv/6l28/9p1/RNqH7Rn7Pf/IS/wCFweH9K/5b/wCjXXnwf6uP/nn/ANNK83F/xTGn/FqHSeb4aOoW\n39l6b/ZX/b1/10qG9v8AU/7K/wCJX/z6/wDLz5n/ADzj/wDtlcTJ+1f8DdL/AOJn/wALg0q6/wCf\nX/RZP+en/PPy6xNc/au/Zp/0Yf8ACSf9fVtbWsn/AG0rA35zttci1L/mKab/AOTX/TT/AO2VQ8rT\nR/zDbr7T9l/5ef8ArnXAax+2b8Df+YV481X/AKev+JNJWPqH7evwf/svH9m3d3/oscH+k6N/pH7v\nzP8A45RyGfOdtqFgdL1DGl/ZP+Wf/HzWbqEupaXpfGm2lp/9sj8uvHPFH7f/AMMf+hD1X/t2tbf/\nAOOR1zeoft/+Ceul/DHxB/283UdBHtKR7lqGvab/AGh/yDf9M/6dv+uklY97/wAvn1/+N14Jef8A\nBQTUv+iY2n/bzrP/AFz/AOmdc3rn/BRPx5/zC/hj4fP/AG9SVzz2Of2lI639qiw/4mHw01L/AKqN\nH/5Es9Qjr8WfjJpZsY9CtT/0DPI/79yeXX6UfHj9rnxt4o8D+FdT/wCKL+0/8J5HP/ZNta3H2u3+\nzx+ZHJJ+88v7PJJJ5f8Az0/dyV+eX7UGlnw7fabppP8Az+f+RJPM/wDalXg6n+3wRH/L08kkiFQV\nO91UFfQnXC4UUUUFhRRRQB+uH/BE7wsdT/Zlt9RJ5n8R3Gf+/lfpL4H8Oabmvzw/4IFy/wDCR/sw\n3OnEf8gzxbcQ/wDfyOOSv1d/Zz+H3/CU+NNK03P+jWf7+6/65x1+WZgmsxqX/wCflQ6qFP6wdP4k\n+Dem+F/Delf2ppv+mXlr/pX/AG0r4M/4Kh/CrUh4a/4lepXVp9j8ue1tra6uILe4k8yPzI5/s3+s\nj8uST/v3X6HfEjxJ/wAJR40vNSP/AB5/8uv/AFzr5s/b4+H3/CUeB/8AyB/38j8uT/0ZWH/Lo66l\nM/KT4x/sneHfEXwT0rxJ8NNOtftln4js/wDR/wB5B+7vLfzI/Mgjjjj+0eZB/wCQ46+pPGH7IPiX\nxv4H0H4weHP+Yxo0c/2b/l4/eR+Z5dee/Cc/8W31XwH/AGb9ks7O1j+y/wDHx5FvJHJ9st5PLk/5\nd/8AWeZJ/wBM/Lkr72/4J5/8Xz/ZLtv7M8N/6Z4b8R3mnXVtq/7j7RH/AKz/ANr+X/2zrTF4Onjc\nL7NmFCfsz4J0v4c+PNL+zeJNUP2X7Z/n95XbeH/jn4b8L6X/AMI38Wvhj/xKv+gvbfv4P/tdfpf8\nM/2Mvg/8X/gnoOpappuq/wCmWv8Ax7ato0drcW/l/u/3kEf/AB7f9c65LxR/wR5+D+q/8gvx5d2v\n/TtXmYTKsV7L3D2aGc0qZ8nfDfw58DfiX/yJHxgutK/6dvtXn/8Aoyvb9Q1Tw38NNLttS8R/HK0+\nx/8APz9qjgt68o/4KWfseal+w98E/BniT4Tala/bPEnjyPTtY1e50bz/ALPp8dneXlxJHHH5f7z9\nx/5DkqhrnwC0345fs3+P/AfjbTf7V1Xw3rMeoaN/ov8Az7+Xqlh/rP8AWfu47+3k/d+XJ5cf+rr6\nChhPq/uHow4j/de5TP02/ZY8Iafqnwvs9TvvBlraD7VHqOjarptz5D6hH/rI5Hkjk/eRyf8AfuSO\nt/8Abe+JHiX4bfBi3/4RdSLjV9QjsftJH+oj8uST/vv93Xgf/BBrxT4j8bfsieItS/4SO71PwrZ/\nF7X/APhA7rUbXyJP7Lk+z3Elvj+5b6hPf2//AG719UfHn4Q6d8bfh5d+CL7URaXH+v0y6P8Ay7yR\n/wB//pnX0eC9l7L2Z8pja31t85+WnxI8L+JNV8Sf8JJqmpar4gtrz/n5upJ//wB3Wbb/ALKvgPxv\npf8AaQN39jvP+Pq2tv8AX/8Afz/npHX0f4k/ZT/al8LX404/DK61+zPS50G6jH/kOWTy5I/+/dPT\n9nD9qfwFYXHiKb4Qf2ppcH765tra6j+1n/pp5Hmf+i69+hTys8T2dU/G3/gpl+xJ40/Z9+MHgX4w\nWE51Xwbql29lc3P/AD73ckfmJJJ/zz8zy3/7aR/9NK2fgvYf2X40/wC3Wvt//gpFqfhzx9/wT1+J\nXiPSvsl3baRo/wDa9rbf8+8lpJHcR/8AXOT93X44+Ef+Cj+neFT/AGkPBV0bjOPIF1xXzeeZHKNS\nn9Vp7HdgcUfpVo/xk8N/s8/2r8TvEfiT+yvsdr/x8/avI/d1+R/7Yv7RU/7XH7SGu/GHxFqF1a2c\n5EGj20Ft5729hH+7jH/LP/rp/wBtKyv2g/2pfHv7QMlufEWpXUFuOmnA/uK8vrtybKqmCXPP+Ide\nOxf1j3CvL3qOpKfBEPN/079a945D3r/gnL8SvA3wm/aMt/FfxE8RW2m6b/Zd3B9tuv8AV+ZiPZX6\nLeE/+Chn7Nfw0v8ASvFfhz44aB/alkf9FOI5/wDln5f+rr8qfg38LdP+I/iX/hHTqU1qT6ivqiL/\nAIJ8T/FnxJbal4i8V3X/AB6xwf8AbOCPy4//AEXXnV8dRp1eRnFUt7U971f/AIKG/sj6Z0+LVqf+\nvawuJ/8A2nWVqH/BUL9kfOD4juro/wDTvo1wP/adeH3H/BOPwhY/66e+qa3/AOCdHhA9bS+/GuX+\n0sIZ+zR3+sf8FXv2b4v+PDR/EF1/26//ABySuc1P/grR8JD/AMePw41ub/rr5f8A8crndQ/YK+Ev\nhz/kMzeR/wBf1/5Fc9qHwC/ZX8Ln/T/FWgf+DmOf/wBqVmsyo/8ATwv90afiT/gqjpuqf8gv4cXX\n/bzdR1g3n/BT3Upf+PL4S2I+t9/9rrJ1fw5+yLpf/M1Wl1/17Wsk/wD7TrFvvFn7NFkcWPh3VLn3\nt7WP/wBqSU1jbvSnUI/cl3UP+CjXxOvTi08FaUPp5hrH1D9u7406p18PaT/4Cy//AByqWofFz4Qn\njS/hvd/9vN1HB/8AHKxL740aRnOmfDe0tf8At68+tOer0w//AJULt/07NM/tO/FfxRqGb+4tf45/\n9HsP+WkccmyvP/HHjfxH411EN4huOetdHJ8YfEWqaeNIOmaXaiDzJhLbW2JM+W/+3XD6pqd7qDYv\nM+1d2GoWq8/szSh/EKNFFFdh1BRRRQAUUUUAfrN/wbw3w0s+MvhzqmqQm5I0/V7C3trmOceXPHj5\n/Lk/dv0/d/6yv22+C9r/AMIR8J9V8bY/0zWP+Jda/wDXP/lpJX85H/BBH4sjwH+3DbeFtT1Hyrbx\nVpklof8ArrH+8j/9nr+j34gap/Zf9leCdK/49tH0aOD/ALaSfvJK/O8+pulms4dz0sL/ALsY9va1\nz3xk+GmpfEvwXeeHNL/5fK6HT68c/bI/a58SfCDUNK+GPw01K1tde1j9/wDabny5/s8f/TOOT/WS\nf5/5aV5/J9Y/dknH/C//AIJneJNU8SW2pfFrTfD9pbWfiOPV/wDn6u7j/SPtH2f/AFf7uP8A5Z/8\ntP3dewW/wC8baX4b0rUvhLqVp/xJ7qSf+yf3cEHmf6uSP93H5cf/AEzkkrY/ZO+N/iTxv8E7bxJ4\n3/0u5s/+JddXP2WOD+0JI44/Mk8uP93H+8kk/wDIf+s/1lav7O/7Q+m+KNQvPBJ+y2n2PWZP+Pm6\n/wBI+x3Eklx9o/65/vPLq6mL+r+5Mn2f8h9D/COT+y/hvbabqnhr+yrz/l6svtXn/wCs/eSfvP8A\ntpU0mvabpfiTSvDeqfa/tmseZ9l+zWsk8Fv5cfmSeZJ/q4/+2lcZ8XPiD4l8EH/inPDelfZv3f2q\n51fWY7SD95W1qnig6X4bvNSsf+JVr15ax/YLbUrXz/s//TPy45I/M/5aeZJ5kf8A5DrTC/wjGe5e\n/aC/Zw+E37VPwT1X4HfFnTrq60rWP+Xi3PkXdhcJ+8juIJP+WUkZ/wA+XXwv8Pv+CQOu/CXX7k6p\n/wAFSvFc3g02scF/Y+DvAkUOrxWcFxJ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TGOEFtpvAtrVoo8nSHCUUi7LCC0WSj4iTgqEq0ZHBxDEqijBRgjER2qRoFZPl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\nBEghQQqMFGRIHl6cUwQx165dJ7UQ+z7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iF9M5WIlflYQV3NwbsEpyjucJhfCw9k8pAfuj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\nG7IhpEZI5ayWjRsxhV6jvRhhQ0Ql0LZCmJSKHOtpzucrPvUvfwNtCu7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l4KzTZeAKVmtB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\nDbdT7inmsgAAAABJRU5ErkJggg==\n",
"text/plain": [
"Image (3, 168, 300)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"'fender_stratocaster'"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"tensor(6)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"tensor([0.2393, 0.3690, 5.1622, 0.7394, 0.7708, 0.6031, 6.9941, 0.7604, 0.6337,\n",
" 0.7096, 2.0590])"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"display(img); display(pred_class); display(pred_idx); display(outputs)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Try to produce CAM"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [],
"source": [
"learn.model.eval()\n",
"learn.data.valid_ds.set_item(img)\n",
"tensor_img = list(learn.dl())[0][0]"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {},
"outputs": [],
"source": [
"out = learn.model(tensor_img)"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [],
"source": [
"# get gradients for predicted class\n",
"onehot = torch.zeros(data.c) # setup empty tensor based on number of classes\n",
"onehot[torch.argmax(out)] = 1. # one-hot-encode predicted class\n",
"out.backward(gradient=onehot.reshape(1, -1).cuda()) # backpropagate onehot encoding to get gradients\n",
"gradients = next(iter(gradient_hook.stored))"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"torch.Size([1, 2048, 10, 10])"
]
},
"execution_count": 104,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gradients.shape"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"(1, 2048, 10, 10)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"array([[0.036105, 0. , 0.034854, 0. , ..., 0.424566, 0.06942 , 0.055107, 0. ],\n",
" [0.12618 , 0. , 0.162492, 0.05211 , ..., 0.491105, 0.015543, 0. , 0. ],\n",
" [0.156754, 0.009023, 0.248356, 0.473598, ..., 0. , 0. , 0. , 0. ],\n",
" [0.318124, 0.240268, 0.463116, 0.285713, ..., 0.512526, 0.321031, 0.11725 , 0. ],\n",
" ...,\n",
" [0.439279, 0.366946, 0.150783, 0.159172, ..., 0.153967, 0.067782, 0.022319, 0.031861],\n",
" [0.426507, 0.217906, 0. , 0. , ..., 0.026165, 0. , 0. , 0.091976],\n",
" [0.187553, 0.04101 , 0. , 0.004915, ..., 0.047249, 0.167205, 0.181418, 0.051257],\n",
" [0. , 0. , 0. , 0. , ..., 0. , 0. , 0. , 0.003164]], dtype=float32)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/henripal/anaconda3/lib/python3.6/site-packages/scipy/misc/pilutil.py:482: FutureWarning: Conversion of the second argument of issubdtype from `int` to `np.signedinteger` is deprecated. In future, it will be treated as `np.int64 == np.dtype(int).type`.\n",
" if issubdtype(ts, int):\n",
"/home/henripal/anaconda3/lib/python3.6/site-packages/scipy/misc/pilutil.py:485: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
" elif issubdtype(type(size), float):\n"
]
}
],
"source": [
"gradient_linearization = gradients.cpu().numpy().sum((2,3)).reshape(-1) # sum up gradients and linearize\n",
"display(fmap_hook.stored.cpu().numpy().shape)\n",
"\n",
"_, n, w, h = gradients.shape\n",
"\n",
"fmaps = fmap_hook.stored.cpu().numpy().reshape(n, w, h) # reshape activations\n",
"heatmap = np.maximum(0, np.einsum('i, ijk', gradient_linearization, fmaps)) # multiply summed gradients with the gradients to get the heatmap\n",
"display(heatmap)\n",
"# prepare heatmap\n",
"#upsampled = scipy.ndimage.zoom(heatmap, 32) # upsample heatmap: 224/7 = 32\n",
"#upsampled = scipy.misc.imresize(heatmap, (299,299), interp='bilinear')"
]
},
{
"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": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
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