fix formatting + notebook url of 8c245b5

1 files changed, 1 insertions, 248 deletions

diff --git a/examples/selective_search_demo.ipynb b/examples/selective_search_demo.ipynb
index a9402bed..04a51d2a 100644
--- a/examples/selective_search_demo.ipynb
+++ b/examples/selective_search_demo.ipynb
@@ -31,254 +31,7 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": [
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\r\n",
-        "                                 Dload  Upload   Total   Spent    Left  Speed\r\n",
-        "\r",
-        "  0     0    0     0    0     0      0      0 --:--:-- --:--:-- --:--:--     0"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "\r",
-        "100  212k  100  212k    0     0   166k      0  0:00:01  0:00:01 --:--:--  267k\r\n"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "Loading Caffe model.\r\n",
-        "WARNING: Logging before InitGoogleLogging() is written to STDERR\r\n",
-        "I0213 01:19:34.836383 1959801216 net.cpp:66] Creating Layer conv1\r\n",
-        "I0213 01:19:34.836407 1959801216 net.cpp:76] conv1 <- data\r\n",
-        "I0213 01:19:34.836422 1959801216 net.cpp:101] conv1 -> conv1\r\n"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "I0213 01:19:36.050011 1959801216 net.cpp:116] Top shape: 96 55 55\r\n",
-        "I0213 01:19:36.050045 1959801216 net.cpp:133] conv1 needs backward computation.\r\n",
-        "I0213 01:19:36.050055 1959801216 net.cpp:66] Creating Layer relu1\r\n",
-        "I0213 01:19:36.050060 1959801216 net.cpp:76] relu1 <- conv1\r\n",
-        "I0213 01:19:36.050066 1959801216 net.cpp:90] relu1 -> conv1 (in-place)\r\n",
-        "I0213 01:19:36.050075 1959801216 net.cpp:116] Top shape: 96 55 55\r\n",
-        "I0213 01:19:36.050079 1959801216 net.cpp:133] relu1 needs backward computation.\r\n",
-        "I0213 01:19:36.050084 1959801216 net.cpp:66] Creating Layer pool1\r\n",
-        "I0213 01:19:36.050088 1959801216 net.cpp:76] pool1 <- conv1\r\n",
-        "I0213 01:19:36.050093 1959801216 net.cpp:101] pool1 -> pool1\r\n",
-        "I0213 01:19:36.050101 1959801216 net.cpp:116] Top shape: 96 27 27\r\n",
-        "I0213 01:19:36.050107 1959801216 net.cpp:133] pool1 needs backward computation.\r\n",
-        "I0213 01:19:36.050111 1959801216 net.cpp:66] Creating Layer norm1\r\n",
-        "I0213 01:19:36.050115 1959801216 net.cpp:76] norm1 <- pool1\r\n",
-        "I0213 01:19:36.050119 1959801216 net.cpp:101] norm1 -> norm1\r\n",
-        "I0213 01:19:36.050127 1959801216 net.cpp:116] Top shape: 96 27 27\r\n",
-        "I0213 01:19:36.050132 1959801216 net.cpp:133] norm1 needs backward computation.\r\n",
-        "I0213 01:19:36.050137 1959801216 net.cpp:66] Creating Layer pad2\r\n",
-        "I0213 01:19:36.050142 1959801216 net.cpp:76] pad2 <- norm1\r\n",
-        "I0213 01:19:36.050145 1959801216 net.cpp:101] pad2 -> pad2\r\n",
-        "I0213 01:19:36.050151 1959801216 net.cpp:116] Top shape: 96 31 31\r\n",
-        "I0213 01:19:36.050155 1959801216 net.cpp:133] pad2 needs backward computation.\r\n",
-        "I0213 01:19:36.050170 1959801216 net.cpp:66] Creating Layer conv2\r\n",
-        "I0213 01:19:36.050174 1959801216 net.cpp:76] conv2 <- pad2\r\n",
-        "I0213 01:19:36.050375 1959801216 net.cpp:101] conv2 -> conv2\r\n",
-        "I0213 01:19:36.052516 1959801216 net.cpp:116] Top shape: 256 27 27\r\n",
-        "I0213 01:19:36.052526 1959801216 net.cpp:133] conv2 needs backward computation.\r\n",
-        "I0213 01:19:36.052533 1959801216 net.cpp:66] Creating Layer relu2\r\n",
-        "I0213 01:19:36.052538 1959801216 net.cpp:76] relu2 <- conv2\r\n",
-        "I0213 01:19:36.052543 1959801216 net.cpp:90] relu2 -> conv2 (in-place)\r\n",
-        "I0213 01:19:36.052548 1959801216 net.cpp:116] Top shape: 256 27 27\r\n",
-        "I0213 01:19:36.052552 1959801216 net.cpp:133] relu2 needs backward computation.\r\n",
-        "I0213 01:19:36.052557 1959801216 net.cpp:66] Creating Layer pool2\r\n",
-        "I0213 01:19:36.052561 1959801216 net.cpp:76] pool2 <- conv2\r\n",
-        "I0213 01:19:36.052567 1959801216 net.cpp:101] pool2 -> pool2\r\n",
-        "I0213 01:19:36.052572 1959801216 net.cpp:116] Top shape: 256 13 13\r\n",
-        "I0213 01:19:36.052577 1959801216 net.cpp:133] pool2 needs backward computation.\r\n",
-        "I0213 01:19:36.052583 1959801216 net.cpp:66] Creating Layer norm2\r\n",
-        "I0213 01:19:36.052587 1959801216 net.cpp:76] norm2 <- pool2\r\n",
-        "I0213 01:19:36.052592 1959801216 net.cpp:101] norm2 -> norm2\r\n",
-        "I0213 01:19:36.052597 1959801216 net.cpp:116] Top shape: 256 13 13\r\n",
-        "I0213 01:19:36.052602 1959801216 net.cpp:133] norm2 needs backward computation.\r\n",
-        "I0213 01:19:36.052608 1959801216 net.cpp:66] Creating Layer pad3\r\n",
-        "I0213 01:19:36.052613 1959801216 net.cpp:76] pad3 <- norm2\r\n",
-        "I0213 01:19:36.052618 1959801216 net.cpp:101] pad3 -> pad3\r\n",
-        "I0213 01:19:36.052623 1959801216 net.cpp:116] Top shape: 256 15 15\r\n",
-        "I0213 01:19:36.052628 1959801216 net.cpp:133] pad3 needs backward computation.\r\n",
-        "I0213 01:19:36.052633 1959801216 net.cpp:66] Creating Layer conv3\r\n",
-        "I0213 01:19:36.052636 1959801216 net.cpp:76] conv3 <- pad3\r\n",
-        "I0213 01:19:36.052641 1959801216 net.cpp:101] conv3 -> conv3\r\n",
-        "I0213 01:19:36.058481 1959801216 net.cpp:116] Top shape: 384 13 13\r\n",
-        "I0213 01:19:36.058501 1959801216 net.cpp:133] conv3 needs backward computation.\r\n",
-        "I0213 01:19:36.058508 1959801216 net.cpp:66] Creating Layer relu3\r\n",
-        "I0213 01:19:36.058513 1959801216 net.cpp:76] relu3 <- conv3\r\n",
-        "I0213 01:19:36.058521 1959801216 net.cpp:90] relu3 -> conv3 (in-place)\r\n",
-        "I0213 01:19:36.058526 1959801216 net.cpp:116] Top shape: 384 13 13\r\n",
-        "I0213 01:19:36.058529 1959801216 net.cpp:133] relu3 needs backward computation.\r\n",
-        "I0213 01:19:36.058534 1959801216 net.cpp:66] Creating Layer pad4\r\n",
-        "I0213 01:19:36.058538 1959801216 net.cpp:76] pad4 <- conv3\r\n",
-        "I0213 01:19:36.058543 1959801216 net.cpp:101] pad4 -> pad4\r\n",
-        "I0213 01:19:36.058554 1959801216 net.cpp:116] Top shape: 384 15 15\r\n",
-        "I0213 01:19:36.058559 1959801216 net.cpp:133] pad4 needs backward computation.\r\n",
-        "I0213 01:19:36.058564 1959801216 net.cpp:66] Creating Layer conv4\r\n",
-        "I0213 01:19:36.058568 1959801216 net.cpp:76] conv4 <- pad4\r\n",
-        "I0213 01:19:36.058573 1959801216 net.cpp:101] conv4 -> conv4\r\n"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "I0213 01:19:36.063360 1959801216 net.cpp:116] Top shape: 384 13 13\r\n",
-        "I0213 01:19:36.063379 1959801216 net.cpp:133] conv4 needs backward computation.\r\n",
-        "I0213 01:19:36.063385 1959801216 net.cpp:66] Creating Layer relu4\r\n",
-        "I0213 01:19:36.063391 1959801216 net.cpp:76] relu4 <- conv4\r\n",
-        "I0213 01:19:36.063397 1959801216 net.cpp:90] relu4 -> conv4 (in-place)\r\n",
-        "I0213 01:19:36.063402 1959801216 net.cpp:116] Top shape: 384 13 13\r\n",
-        "I0213 01:19:36.063406 1959801216 net.cpp:133] relu4 needs backward computation.\r\n",
-        "I0213 01:19:36.063411 1959801216 net.cpp:66] Creating Layer pad5\r\n",
-        "I0213 01:19:36.063416 1959801216 net.cpp:76] pad5 <- conv4\r\n",
-        "I0213 01:19:36.063421 1959801216 net.cpp:101] pad5 -> pad5\r\n",
-        "I0213 01:19:36.063426 1959801216 net.cpp:116] Top shape: 384 15 15\r\n",
-        "I0213 01:19:36.063431 1959801216 net.cpp:133] pad5 needs backward computation.\r\n",
-        "I0213 01:19:36.063441 1959801216 net.cpp:66] Creating Layer conv5\r\n",
-        "I0213 01:19:36.063444 1959801216 net.cpp:76] conv5 <- pad5\r\n",
-        "I0213 01:19:36.063449 1959801216 net.cpp:101] conv5 -> conv5\r\n",
-        "I0213 01:19:36.066474 1959801216 net.cpp:116] Top shape: 256 13 13\r\n",
-        "I0213 01:19:36.066490 1959801216 net.cpp:133] conv5 needs backward computation.\r\n",
-        "I0213 01:19:36.066496 1959801216 net.cpp:66] Creating Layer relu5\r\n",
-        "I0213 01:19:36.066501 1959801216 net.cpp:76] relu5 <- conv5\r\n",
-        "I0213 01:19:36.066508 1959801216 net.cpp:90] relu5 -> conv5 (in-place)\r\n",
-        "I0213 01:19:36.066512 1959801216 net.cpp:116] Top shape: 256 13 13\r\n",
-        "I0213 01:19:36.066516 1959801216 net.cpp:133] relu5 needs backward computation.\r\n",
-        "I0213 01:19:36.066520 1959801216 net.cpp:66] Creating Layer pool5\r\n",
-        "I0213 01:19:36.066525 1959801216 net.cpp:76] pool5 <- conv5\r\n",
-        "I0213 01:19:36.066529 1959801216 net.cpp:101] pool5 -> pool5\r\n",
-        "I0213 01:19:36.066535 1959801216 net.cpp:116] Top shape: 256 6 6\r\n",
-        "I0213 01:19:36.066540 1959801216 net.cpp:133] pool5 needs backward computation.\r\n",
-        "I0213 01:19:36.066545 1959801216 net.cpp:66] Creating Layer fc6\r\n",
-        "I0213 01:19:36.066550 1959801216 net.cpp:76] fc6 <- pool5\r\n",
-        "I0213 01:19:36.066558 1959801216 net.cpp:101] fc6 -> fc6\r\n"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "I0213 01:19:36.333488 1959801216 net.cpp:116] Top shape: 4096 1 1\r\n",
-        "I0213 01:19:36.333513 1959801216 net.cpp:133] fc6 needs backward computation.\r\n",
-        "I0213 01:19:36.333521 1959801216 net.cpp:66] Creating Layer relu6\r\n",
-        "I0213 01:19:36.333528 1959801216 net.cpp:76] relu6 <- fc6\r\n",
-        "I0213 01:19:36.333535 1959801216 net.cpp:90] relu6 -> fc6 (in-place)\r\n",
-        "I0213 01:19:36.333541 1959801216 net.cpp:116] Top shape: 4096 1 1\r\n",
-        "I0213 01:19:36.333546 1959801216 net.cpp:133] relu6 needs backward computation.\r\n",
-        "I0213 01:19:36.333551 1959801216 net.cpp:66] Creating Layer drop6\r\n",
-        "I0213 01:19:36.333556 1959801216 net.cpp:76] drop6 <- fc6\r\n",
-        "I0213 01:19:36.333560 1959801216 net.cpp:90] drop6 -> fc6 (in-place)\r\n",
-        "I0213 01:19:36.333566 1959801216 net.cpp:116] Top shape: 4096 1 1\r\n",
-        "I0213 01:19:36.333570 1959801216 net.cpp:133] drop6 needs backward computation.\r\n",
-        "I0213 01:19:36.333575 1959801216 net.cpp:66] Creating Layer fc7\r\n",
-        "I0213 01:19:36.333580 1959801216 net.cpp:76] fc7 <- fc6\r\n",
-        "I0213 01:19:36.333585 1959801216 net.cpp:101] fc7 -> fc7\r\n"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "I0213 01:19:36.450057 1959801216 net.cpp:116] Top shape: 4096 1 1\r\n",
-        "I0213 01:19:36.450075 1959801216 net.cpp:133] fc7 needs backward computation.\r\n",
-        "I0213 01:19:36.450083 1959801216 net.cpp:66] Creating Layer relu7\r\n",
-        "I0213 01:19:36.450089 1959801216 net.cpp:76] relu7 <- fc7\r\n",
-        "I0213 01:19:36.450095 1959801216 net.cpp:90] relu7 -> fc7 (in-place)\r\n",
-        "I0213 01:19:36.450101 1959801216 net.cpp:116] Top shape: 4096 1 1\r\n",
-        "I0213 01:19:36.450105 1959801216 net.cpp:133] relu7 needs backward computation.\r\n",
-        "I0213 01:19:36.450114 1959801216 net.cpp:66] Creating Layer drop7\r\n",
-        "I0213 01:19:36.450117 1959801216 net.cpp:76] drop7 <- fc7\r\n",
-        "I0213 01:19:36.450121 1959801216 net.cpp:90] drop7 -> fc7 (in-place)\r\n",
-        "I0213 01:19:36.450127 1959801216 net.cpp:116] Top shape: 4096 1 1\r\n",
-        "I0213 01:19:36.450131 1959801216 net.cpp:133] drop7 needs backward computation.\r\n",
-        "I0213 01:19:36.450136 1959801216 net.cpp:66] Creating Layer fc8\r\n",
-        "I0213 01:19:36.450140 1959801216 net.cpp:76] fc8 <- fc7\r\n",
-        "I0213 01:19:36.450145 1959801216 net.cpp:101] fc8 -> fc8\r\n"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "I0213 01:19:36.478497 1959801216 net.cpp:116] Top shape: 1000 1 1\r\n",
-        "I0213 01:19:36.478538 1959801216 net.cpp:133] fc8 needs backward computation.\r\n",
-        "I0213 01:19:36.478549 1959801216 net.cpp:66] Creating Layer prob\r\n",
-        "I0213 01:19:36.478555 1959801216 net.cpp:76] prob <- fc8\r\n",
-        "I0213 01:19:36.478567 1959801216 net.cpp:101] prob -> prob\r\n",
-        "I0213 01:19:36.478581 1959801216 net.cpp:116] Top shape: 1000 1 1\r\n",
-        "I0213 01:19:36.478585 1959801216 net.cpp:133] prob needs backward computation.\r\n",
-        "I0213 01:19:36.478590 1959801216 net.cpp:144] This network produces output prob\r\n",
-        "I0213 01:19:36.478602 1959801216 net.cpp:154] Collecting Learning Rate and Weight Decay.\r\n",
-        "I0213 01:19:36.478628 1959801216 net.cpp:148] Network initialization done.\r\n"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "Caffe model loaded in 2.581 s\r\n",
-        "Loading input and assembling batches...\r\n",
-        "selective_search({'/Users/karayev/work/caffe-bvlc/examples/_temp/cat.jpg'}, '/var/folders/4q/vm1lt3t91p9gl06nz6s1dzzw0000gn/T/tmpt2_xYx.mat')\r\n"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "23 batches assembled in 3.691 s\r\n",
-        "Processing 1 files in 23 batches\r\n",
-        "...on batch 0/23, elapsed time: 0.000 s\r\n"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "...on batch 10/23, elapsed time: 2.928 s\r\n"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "...on batch 20/23, elapsed time: 5.803 s\r\n"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "Processing complete after 6.722 s.\r\n"
-       ]
-      },
-      {
-       "output_type": "stream",
-       "stream": "stdout",
-       "text": [
-        "/usr/local/Cellar/python/2.7.6/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pandas/io/pytables.py:2446: PerformanceWarning: \r\n",
-        "your performance may suffer as PyTables will pickle object types that it cannot\r\n",
-        "map directly to c-types [inferred_type->mixed,key->block1_values] [items->['feat']]\r\n",
-        "\r\n",
-        "  warnings.warn(ws, PerformanceWarning)\r\n",
-        "Done. Saving to _temp/cat.h5 took 0.066 s.\r\n"
-       ]
-      }
-     ],
-     "prompt_number": 1
+     "outputs": []
     },
     {
      "cell_type": "markdown",