{ "metadata": { "name": "", "signature": "sha256:883e0db2d57fc04d8af3e7226623d223544f535e2372d7e1e4bde42c33cd746b" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "How transferable are features in deep neural networks?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This IPython notebook can be used to generate the plots in the following paper:\n", "\n", "```\n", "@inproceedings{yosinski_2014_NIPS\n", " title={How transferable are features in deep neural networks?},\n", " author={Yosinski, Jason and Clune, Jeff and Bengio, Yoshua and Lipson, Hod},\n", " booktitle={Advances in Neural Information Processing Systems 27 (NIPS '14)},\n", " editor = {Z. Ghahramani and M. Welling and C. Cortes and N.D. Lawrence and K.Q. Weinberger},\n", " publisher = {Curran Associates, Inc.},\n", " pages = {3320--3328},\n", " year={2014}\n", "}\n", "```\n", "\n", "For more information and code, please visit http://yosinski.com/transfer" ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Setup" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from pylab import *\n", "%matplotlib inline\n", "# Don't use Type 3 fonts when saving pdf\n", "matplotlib.rcParams['pdf.fonttype'] = 42\n", "\n", "from collections import defaultdict\n", "import glob\n", "import gzip" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define paths here" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Directory to load results from\n", "results_root = '../results/'\n", "\n", "# Directory to save plots in, None to skip saving\n", "#plot_dir = None\n", "plot_dir = '.'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Function definitions for reading data/etc." ] }, { "cell_type": "code", "collapsed": false, "input": [ "def figsize(width,height):\n", " from pylab import rcParams\n", " rcParams['figure.figsize'] = (width,height)\n", "\n", "def insert_most_recent(dictionary, key, value, timestamp):\n", " if key in dictionary:\n", " stored_item = dictionary[key]\n", " stored_value, stored_timestamp = stored_item\n", " if timestamp > stored_timestamp:\n", " dictionary[key] = (value, timestamp)\n", " else:\n", " dictionary[key] = (value, timestamp)\n", "\n", "def read_info(filenames):\n", " loss_train = {}\n", " lr = {}\n", " test_score_0 = {}\n", " test_score_1 = {}\n", " for filename in filenames:\n", " expecting_test_lines = 0\n", " if filename[-3:] == '.gz':\n", " ff = gzip.open(filename)\n", " else:\n", " ff = open(filename)\n", " for line in ff:\n", " # We need to deal with lines like the following:\n", " # I0311 23:51:37.270727 24248 solver.cpp:207] Iteration 230020, lr = 0.0001\n", " # I0311 23:51:37.433928 24248 solver.cpp:65] Iteration 230020, loss = 1.56229\n", " #\n", " # I0311 14:41:38.035086 19955 solver.cpp:87] Iteration 236000, Testing net\n", " # I0311 14:43:52.531891 19955 solver.cpp:114] Test score #0: 0.56976\n", " # I0311 14:43:52.535956 19955 solver.cpp:114] Test score #1: 1.83616\n", " fields = line.split()\n", "\n", " if len(fields) <= 4:\n", " continue\n", "\n", " timestamp = fields[0] + ' ' + fields[1]\n", "\n", " if expecting_test_lines > 0:\n", " # We're one of the lines just after the 'Testing net' line\n", " # OLD: demand scores (caused a problem once)\n", " #assert 'Test score #' in line, 'Unexpected pattern found'\n", " # NEW: just stop looking\n", " if not 'Test score #' in line:\n", " expecting_test_lines = 0\n", " testing_iter = None\n", " continue\n", " if 'Test score #0:' in line:\n", " insert_most_recent(test_score_0, testing_iter, float(fields[7]), timestamp)\n", " elif 'Test score #1:' in line:\n", " insert_most_recent(test_score_1, testing_iter, float(fields[7]), timestamp)\n", " else:\n", " raise Exception('Expected test score 0 or 1.')\n", " expecting_test_lines -= 1\n", " if expecting_test_lines == 0:\n", " testing_iter = None\n", "\n", " elif fields[4] == 'Iteration':\n", " iteration = int(fields[5].strip(','))\n", " if fields[6] == 'lr':\n", " insert_most_recent(lr, iteration, float(fields[8]), timestamp)\n", " elif fields[6] == 'loss':\n", " insert_most_recent(loss_train, iteration, float(fields[8]), timestamp)\n", " elif ' '.join(fields[6:8]) == 'Testing net':\n", " testing_iter = iteration\n", " expecting_test_lines = 2\n", "\n", " return loss_train, lr, test_score_0, test_score_1\n", "\n", "def convert_dict(dd):\n", " keys = array(sorted(dd.keys()))\n", " values = []\n", " for key in keys:\n", " values.append(dd[key][0])\n", " return keys, array(values)\n", "\n", "def load_results(filename_pattern):\n", " logfiles = glob.glob(filename_pattern)\n", " #print 'got files:', logfiles\n", "\n", " dicts = read_info(logfiles)\n", "\n", " arrays = [convert_dict(dd) for dd in dicts]\n", "\n", " ret = dict()\n", " ret['train_loss'] = {'idx': arrays[0][0], 'val': arrays[0][1]} # training loss\n", " ret['lr'] = {'idx': arrays[1][0], 'val': arrays[1][1]} # learning rate\n", " ret['test_score_0'] = {'idx': arrays[2][0], 'val': arrays[2][1]} # top-1 accuracy on valid set\n", " ret['test_score_1'] = {'idx': arrays[3][0], 'val': arrays[3][1]} # loss on valid set\n", " \n", " # Also make test_score_* available under more friendly names:\n", " ret['valid_loss'] = ret['test_score_1']\n", " ret['valid_top1_acc'] = ret['test_score_0']\n", " \n", " return ret\n", "\n", "def mean_highest(record, number = 10):\n", " vals = record['val']\n", " return sort(vals)[-number:].mean()\n", "\n", "def mean_lowest(record, number = 10):\n", " vals = record['val']\n", " return sort(vals)[:number].mean()\n", "\n", "def get_mean_best(results, number = 10):\n", " ret = {}\n", " for key,result in results.iteritems():\n", " try:\n", " layer = int(key[-1])\n", " except ValueError:\n", " layer = 0\n", " if result['train_loss']['val'].shape[0] == 0:\n", " # Skip empty results\n", " continue\n", " this_layer_dict = ret.get(layer, defaultdict(list))\n", " this_layer_dict['train_loss'].append(mean_lowest(result['train_loss'], number=number))\n", " this_layer_dict['valid_loss'].append(mean_lowest(result['valid_loss'], number=number))\n", " this_layer_dict['valid_top1_acc'].append( mean_highest(result['valid_top1_acc'], number=number))\n", " this_layer_dict['valid_top1_err'].append(1-mean_highest(result['valid_top1_acc'], number=number))\n", " ret[layer] = this_layer_dict\n", " for key,val in ret.iteritems():\n", " for k,thelist in val.iteritems():\n", " val[k] = array(thelist)\n", " return ret\n", "\n", "def get_mean_best_single(results, number = 10):\n", " ret = {}\n", " for key,result in results.iteritems():\n", " this_layer_dict = ret.get(key, defaultdict(list))\n", " this_layer_dict['train_loss'].append(mean_lowest(result['train_loss'], number=number))\n", " this_layer_dict['valid_loss'].append(mean_lowest(result['valid_loss'], number=number))\n", " this_layer_dict['valid_top1_acc'].append( mean_highest(result['valid_top1_acc'], number=number))\n", " this_layer_dict['valid_top1_err'].append(1-mean_highest(result['valid_top1_acc'], number=number))\n", " ret[key] = this_layer_dict\n", " return ret" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Load all the data" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def load_globbed_results(regexps, key_last_n, must_be_in=None):\n", " print 'Loading results from', regexps\n", "\n", " paths = []\n", " for regexp in regexps:\n", " paths.extend(glob.glob(results_root + regexp))\n", "\n", " if must_be_in:\n", " must_be_in_paths = [results_root + dir for dir in must_be_in]\n", " filtered_paths = [path for path in paths if path in must_be_in_paths]\n", " print ' filtered %d paths down to %d' % (len(paths), len(filtered_paths))\n", " paths = filtered_paths\n", "\n", " results = {}\n", " for path in paths:\n", " if path in seen:\n", " raise Exception('Already loaded %s' % path)\n", " seen.add(path)\n", " key = path[-key_last_n:] # something like '1A1A_1_4'\n", " result = load_results('%s/*.[eo]*.gz' % path)\n", " results[key] = result\n", " \n", " print ' loaded %d results' % len(paths)\n", " for path in paths:\n", " print ' ', path\n", " return results" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "# We load directories by specifying regular expressions to match to the directory name.\n", "# We keep track of which we've seen as a sanity check to make sure that each directory\n", "# only matches one regex.\n", "seen = set()\n", "\n", "# Base splits\n", "results_base = load_globbed_results(['*half??'], 2)\n", "\n", "# Self-fer A->A and B->B\n", "results_selffer = load_globbed_results(['*transfer?A?A_1_?', '*transfer?B?B_1_?'], 8)\n", "\n", "# transfer A->B and B->A\n", "results_transfer = load_globbed_results(['*transfer?A?B_1_?', '*transfer?B?A_1_?'], 8)\n", "\n", "# Self-fer A->A and B->B, fine tuned\n", "results_selffer_ft = load_globbed_results(['*transfer-ft?A?A_1_?', '*transfer-ft?B?B_1_?'], 8)\n", "results_transfer_ft = load_globbed_results(['*transfer-ft?A?B_1_?', '*transfer-ft?B?A_1_?'], 8)\n", "\n", "# Transfer for the Natman splits\n", "# As originally created, A is the natural half and B is the man-made half.\n", "# Note that in the paper, we switched the order to make it less confusing.\n", "# The natural dataset (here: A, in paper: B) performs better, perhaps due to easier task or less classes\n", "results_nm_base = load_globbed_results(['*halfnatman?'], 1)\n", "results_nm_transfer = load_globbed_results(['*transfernatmanAB_1_?', '*transfernatmanBA_1_?'], 6)\n", "\n", "# Reduced dataset size results\n", "results_reduced = load_globbed_results(['reduced-????'], 4)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Loading results from ['*half??']\n", " loaded 8 results" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", " ../results/half0A\n", " ../results/half0B\n", " ../results/half1A\n", " ../results/half1B\n", " ../results/half2A\n", " ../results/half2B\n", " ../results/half3A\n", " ../results/half3B\n", "Loading results from ['*transfer?A?A_1_?', '*transfer?B?B_1_?']\n", " loaded 28 results" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", " ../results/transfer0A0A_1_1\n", " ../results/transfer0A0A_1_2\n", " ../results/transfer0A0A_1_3\n", " ../results/transfer0A0A_1_4\n", " ../results/transfer0A0A_1_5\n", " ../results/transfer0A0A_1_6\n", " ../results/transfer0A0A_1_7\n", " ../results/transfer1A1A_1_1\n", " ../results/transfer1A1A_1_2\n", " ../results/transfer1A1A_1_3\n", " ../results/transfer1A1A_1_4\n", " ../results/transfer1A1A_1_5\n", " ../results/transfer1A1A_1_6\n", " ../results/transfer1A1A_1_7\n", " ../results/transfer2A2A_1_1\n", " ../results/transfer2A2A_1_2\n", " ../results/transfer2A2A_1_3\n", " ../results/transfer2A2A_1_4\n", " ../results/transfer2A2A_1_5\n", " ../results/transfer2A2A_1_6\n", " ../results/transfer2A2A_1_7\n", " ../results/transfer3A3A_1_1\n", " ../results/transfer3A3A_1_2\n", " ../results/transfer3A3A_1_3\n", " ../results/transfer3A3A_1_4\n", " ../results/transfer3A3A_1_5\n", " ../results/transfer3A3A_1_6\n", " ../results/transfer3A3A_1_7\n", "Loading results from ['*transfer?A?B_1_?', '*transfer?B?A_1_?']\n", " loaded 56 results" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", " ../results/transfer0A0B_1_1\n", " ../results/transfer0A0B_1_2\n", " ../results/transfer0A0B_1_3\n", " ../results/transfer0A0B_1_4\n", " ../results/transfer0A0B_1_5\n", " ../results/transfer0A0B_1_6\n", " ../results/transfer0A0B_1_7\n", " ../results/transfer1A1B_1_1\n", " ../results/transfer1A1B_1_2\n", " ../results/transfer1A1B_1_3\n", " ../results/transfer1A1B_1_4\n", " ../results/transfer1A1B_1_5\n", " ../results/transfer1A1B_1_6\n", " ../results/transfer1A1B_1_7\n", " ../results/transfer2A2B_1_1\n", " ../results/transfer2A2B_1_2\n", " ../results/transfer2A2B_1_3\n", " ../results/transfer2A2B_1_4\n", " ../results/transfer2A2B_1_5\n", " ../results/transfer2A2B_1_6\n", " ../results/transfer2A2B_1_7\n", " ../results/transfer3A3B_1_1\n", " ../results/transfer3A3B_1_2\n", " ../results/transfer3A3B_1_3\n", " ../results/transfer3A3B_1_4\n", " ../results/transfer3A3B_1_5\n", " ../results/transfer3A3B_1_6\n", " ../results/transfer3A3B_1_7\n", " ../results/transfer0B0A_1_1\n", " ../results/transfer0B0A_1_2\n", " ../results/transfer0B0A_1_3\n", " ../results/transfer0B0A_1_4\n", " ../results/transfer0B0A_1_5\n", " ../results/transfer0B0A_1_6\n", " ../results/transfer0B0A_1_7\n", " ../results/transfer1B1A_1_1\n", " ../results/transfer1B1A_1_2\n", " ../results/transfer1B1A_1_3\n", " ../results/transfer1B1A_1_4\n", " ../results/transfer1B1A_1_5\n", " ../results/transfer1B1A_1_6\n", " ../results/transfer1B1A_1_7\n", " ../results/transfer2B2A_1_1\n", " ../results/transfer2B2A_1_2\n", " ../results/transfer2B2A_1_3\n", " ../results/transfer2B2A_1_4\n", " ../results/transfer2B2A_1_5\n", " ../results/transfer2B2A_1_6\n", " ../results/transfer2B2A_1_7\n", " ../results/transfer3B3A_1_1\n", " ../results/transfer3B3A_1_2\n", " ../results/transfer3B3A_1_3\n", " ../results/transfer3B3A_1_4\n", " ../results/transfer3B3A_1_5\n", " ../results/transfer3B3A_1_6\n", " ../results/transfer3B3A_1_7\n", "Loading results from ['*transfer-ft?A?A_1_?', '*transfer-ft?B?B_1_?']\n", " loaded 14 results" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", " ../results/transfer-ft0A0A_1_1\n", " ../results/transfer-ft0A0A_1_2\n", " ../results/transfer-ft0A0A_1_3\n", " ../results/transfer-ft0A0A_1_4\n", " ../results/transfer-ft0A0A_1_5\n", " ../results/transfer-ft0A0A_1_6\n", " ../results/transfer-ft0A0A_1_7\n", " ../results/transfer-ft1A1A_1_1\n", " ../results/transfer-ft1A1A_1_2\n", " ../results/transfer-ft1A1A_1_3\n", " ../results/transfer-ft1A1A_1_4\n", " ../results/transfer-ft1A1A_1_5\n", " ../results/transfer-ft1A1A_1_6\n", " ../results/transfer-ft1A1A_1_7\n", "Loading results from ['*transfer-ft?A?B_1_?', '*transfer-ft?B?A_1_?']\n", " loaded 28 results" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", " ../results/transfer-ft0A0B_1_1\n", " ../results/transfer-ft0A0B_1_2\n", " ../results/transfer-ft0A0B_1_3\n", " ../results/transfer-ft0A0B_1_4\n", " ../results/transfer-ft0A0B_1_5\n", " ../results/transfer-ft0A0B_1_6\n", " ../results/transfer-ft0A0B_1_7\n", " ../results/transfer-ft1A1B_1_1\n", " ../results/transfer-ft1A1B_1_2\n", " ../results/transfer-ft1A1B_1_3\n", " ../results/transfer-ft1A1B_1_4\n", " ../results/transfer-ft1A1B_1_5\n", " ../results/transfer-ft1A1B_1_6\n", " ../results/transfer-ft1A1B_1_7\n", " ../results/transfer-ft0B0A_1_1\n", " ../results/transfer-ft0B0A_1_2\n", " ../results/transfer-ft0B0A_1_3\n", " ../results/transfer-ft0B0A_1_4\n", " ../results/transfer-ft0B0A_1_5\n", " ../results/transfer-ft0B0A_1_6\n", " ../results/transfer-ft0B0A_1_7\n", " ../results/transfer-ft1B1A_1_1\n", " ../results/transfer-ft1B1A_1_2\n", " ../results/transfer-ft1B1A_1_3\n", " ../results/transfer-ft1B1A_1_4\n", " ../results/transfer-ft1B1A_1_5\n", " ../results/transfer-ft1B1A_1_6\n", " ../results/transfer-ft1B1A_1_7\n", "Loading results from ['*halfnatman?']\n", " loaded 2 results" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", " ../results/halfnatmanA\n", " ../results/halfnatmanB\n", "Loading results from ['*transfernatmanAB_1_?', '*transfernatmanBA_1_?']\n", " loaded 14 results" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", " ../results/transfernatmanAB_1_1\n", " ../results/transfernatmanAB_1_2\n", " ../results/transfernatmanAB_1_3\n", " ../results/transfernatmanAB_1_4\n", " ../results/transfernatmanAB_1_5\n", " ../results/transfernatmanAB_1_6\n", " ../results/transfernatmanAB_1_7\n", " ../results/transfernatmanBA_1_1\n", " ../results/transfernatmanBA_1_2\n", " ../results/transfernatmanBA_1_3\n", " ../results/transfernatmanBA_1_4\n", " ../results/transfernatmanBA_1_5\n", " ../results/transfernatmanBA_1_6\n", " ../results/transfernatmanBA_1_7\n", "Loading results from ['reduced-????']\n", " loaded 12 results" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", " ../results/reduced-0001\n", " ../results/reduced-0002\n", " ../results/reduced-0005\n", " ../results/reduced-0010\n", " ../results/reduced-0025\n", " ../results/reduced-0050\n", " ../results/reduced-0100\n", " ../results/reduced-0250\n", " ../results/reduced-0500\n", " ../results/reduced-0750\n", " ../results/reduced-1000\n", " ../results/reduced-1300\n" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "last_n = 10\n", "mb_base = get_mean_best(results_base, last_n)\n", "mb_selffer = get_mean_best(results_selffer, last_n)\n", "mb_transfer = get_mean_best(results_transfer, last_n)\n", "mb_selffer_ft = get_mean_best(results_selffer_ft, last_n)\n", "mb_transfer_ft = get_mean_best(results_transfer_ft, last_n)\n", "mb_nm_base = get_mean_best(results_nm_base, last_n)\n", "mb_nm_transfer = get_mean_best(results_nm_transfer, last_n)\n", "\n", "# Split by target A vs B\n", "results_nm_base_A = dict((k, v) for k, v in results_nm_base.iteritems() if k == 'A')\n", "results_nm_base_B = dict((k, v) for k, v in results_nm_base.iteritems() if k == 'B')\n", "results_nm_transfer_A = dict((k, v) for k, v in results_nm_transfer.iteritems() if k[1] == 'A') # transfer TO A\n", "results_nm_transfer_B = dict((k, v) for k, v in results_nm_transfer.iteritems() if k[1] == 'B') # transfer TO B\n", "mb_nm_base_A = get_mean_best(results_nm_base_A, last_n)\n", "mb_nm_base_B = get_mean_best(results_nm_base_B, last_n)\n", "mb_nm_transfer_A = get_mean_best(results_nm_transfer_A, last_n)\n", "mb_nm_transfer_B = get_mean_best(results_nm_transfer_B, last_n)\n", "\n", "# Reduced results\n", "mb_reduced = get_mean_best_single(results_reduced, last_n)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plot results" ] }, { "cell_type": "code", "collapsed": false, "input": [ "figsize(15,8)\n", "hold(True)\n", "handles = {}\n", "\n", "plot(0*mb_base[0]['valid_top1_acc'],\n", " mb_base[0]['valid_top1_acc'],\n", " 'o', color = 'k', markersize=10)\n", "\n", "for layer in range(1,8):\n", " vals = mb_selffer[layer]['valid_top1_acc']\n", " plot(layer + 0*vals, vals, 'o', color = 'b', markersize=10)\n", " \n", "for layer in range(1,8):\n", " vals = mb_transfer[layer]['valid_top1_acc']\n", " plot(layer + 0*vals + .1, vals, 'o', color = 'r', markersize=10)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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aKimpNze+WR5l9c1ybq5BPj+79mYZ1moc7VC0AZTjmNlazcKtT5ZarR4GByRx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\nbXFc790kDUkeTO//DHAH8GiHr/kG8O3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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "figsize(15,8)\n", "rcParams.update({'font.size': 16})\n", "msize = 14\n", "msized = 12\n", "msizep = 8\n", "\n", "hh = {}\n", "hh['k'],=plot(.0 + 0*mb_base[0]['valid_top1_acc'],\n", " mb_base[0]['valid_top1_acc'],\n", " 'o', color = 'w', mew=2, markersize=msize)\n", "\n", "for layer in range(1,8):\n", " vals = mb_selffer[layer]['valid_top1_acc']\n", " hh['b'],=plot(-.25+layer + 0*vals, vals, 'o', color = 'b', markersize=msize)\n", "\n", "for layer in range(1,8):\n", " vals = mb_transfer[layer]['valid_top1_acc']\n", " hh['r'],=plot(.09+layer + 0*vals, vals, 'D', color = 'r', markersize=msized)\n", "\n", "for layer in range(1,8):\n", " vals = mb_selffer_ft[layer]['valid_top1_acc']\n", " hh['bft1'],=plot(-.09+layer + 0*vals, vals, 'o', color = '#aaaaff', markersize=msize)\n", " hh['bft2'],=plot(-.09+layer + 0*vals, vals, '+', color = 'k', mew=2, markersize=msizep)\n", " \n", "for layer in range(1,8):\n", " vals = mb_transfer_ft[layer]['valid_top1_acc']\n", " hh['rft1'],=plot(.27+layer + 0*vals, vals, 'D', color = '#ffaaaa', markersize=msized)\n", " hh['rft2'],=plot(.27+layer + 0*vals, vals, ls='', marker='+', color = 'k', mew=2, markersize=msizep)\n", "\n", "ax=axis()\n", "axis((-.2, 7.3) + ax[2:4])\n", "print 'axis is', axis()\n", "legend([hh['k'], hh['b'], (hh['bft1'],hh['bft2']), hh['r'], (hh['rft1'],hh['rft2'])],\n", " ['baseB', 'selffer BnB', 'selffer BnB$^+$', 'transfer AnB', 'transfer AnB$^+$'],\n", " loc='lower left', numpoints=1)\n", "#xlabel('n - layer at which network is chopped and retrained', fontsize=16)\n", "ylabel('Top-1 accuracy (higher is better)')\n", "if plot_dir != None:\n", " savefig('%s/result_transfer.pdf' % plot_dir)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "axis is (-0.20000000000000001, 7.2999999999999998, 0.52000000000000002, 0.66000000000000003)\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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w7701NDWtC+t1LtFYCYwAG4BvotA4yOTJkwH44IMPyM/P54c//CFXX301xcXF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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "# Now plot version with just lines\n", "def getline(mb):\n", " return [mb_base[0]['valid_top1_acc'].mean()] + [mb[ll]['valid_top1_acc'].mean() for ll in range(1,8)]\n", "\n", "def just_lines(with_text):\n", " figsize(15,8)\n", " \n", " hh = {}\n", " \n", " base_mean = mb_base[0]['valid_top1_acc'].mean()\n", " hh['k'], =plot([0,7], [base_mean,base_mean], '--', color='k', markersize=10, lw=2)\n", " hh['b'], =plot(range(8), getline(mb_selffer), color='b', lw=2)\n", " hh['r'],=plot(range(8), getline(mb_transfer), color='r', lw=2)\n", " hh['bft'], =plot(range(8), getline(mb_selffer_ft), color='#aaaaff', lw=2)\n", " hh['rft'],=plot(range(8), getline(mb_transfer_ft), color='#ffaaaa', lw=2)\n", " plot(0, base_mean, 'o', color='w', mew=2, markersize=msize)\n", " \n", " fill_between(range(8), base_mean, getline(mb_transfer_ft), color='#ffeeee')\n", " fill_between(range(8), base_mean, getline(mb_selffer), color='#eeeeff')\n", " fill_between(range(8), getline(mb_selffer), getline(mb_transfer), color='#ffcccc')\n", " if with_text:\n", " alternate=True\n", " if alternate:\n", " text(2.5,.649,'5: Transfer + fine-tuning improves generalization', fontsize=20)\n", " text(2.5,.632,'3: Fine-tuning recovers co-adapted interactions', fontsize=20)\n", " else:\n", " text(2.5,.633,'5: Transfer + fine-tuning helps generalization', fontsize=20)\n", " if alternate:\n", " text(4.7,.606,'2: Performance drops\\n due to fragile\\n co-adaptation', ha='center', fontsize=20)\n", " else:\n", " text(4.8,.603,'2: Co-adapted neural\\ninteractions\\nlost', ha='center', fontsize=20)\n", " if alternate:\n", " text(6.9,.583,'4: Performance\\ndrops due to\\n representation\\nspecificity', ha='right', fontsize=20)\n", " else:\n", " text(5.3,.586,'4: Representation\\n specificity', fontsize=20)\n", " \n", " ax=axis()\n", " axis((-.2, 7.3) + ax[2:3] + (ax[3]-.005,))\n", " #legend([hh['k'], hh['b'], hh['bft'], hh['r'], hh['rft']],\n", " # ['baseA', 'AnA', 'AnA+', 'BnA', 'BnA+'],\n", " # loc='lower left')\n", " xlabel('Layer $n$ at which network is chopped and retrained', fontsize=16)\n", " ylabel('Top-1 accuracy (higher is better)')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "just_lines(with_text = True)\n", "if plot_dir != None:\n", " savefig('%s/result_transfer_lines.pdf' % plot_dir)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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GoFatWrRu3dpsWpcuXQDMvkOmxo8fb/adsbe3Z8qUKQAWpVoADg4OfPPNNxbphnnHjx9P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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "just_lines(with_text = False)\n", "if plot_dir != None:\n", " savefig('%s/result_transfer_lines_notext.pdf' % plot_dir)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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TEREREZFRFBhl5liWCYibNkFHR+h4aakJiqWl2jtRRERERCSFKTBK4g0MmCmnNTVmCiqA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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Ugly hacked version to make incremental plots for presentation" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def just_lines_incremental(step = 0):\n", " figsize(15,8)\n", " \n", " hh = {}\n", "\n", " msize = 14\n", " msized = 12\n", " msizep = 8\n", " \n", " base_mean = mb_base[0]['valid_top1_acc'].mean()\n", " if step in (1,2,3,4,5,6):\n", " hh['kd'], =plot([0,7], [base_mean,base_mean], '--', color='k', markersize=10, lw=2)\n", " hh['b'], =plot(range(8), getline(mb_selffer), color='b', lw=2)\n", " hh['r'],=plot(range(8), getline(mb_transfer), color='r', lw=2)\n", " if step in (4,5,6):\n", " hh['bft'], =plot(range(8), getline(mb_selffer_ft), color='#aaaaff', lw=2)\n", " if step in (6,):\n", " hh['rft'],=plot(range(8), getline(mb_transfer_ft), color='#ffaaaa', lw=2)\n", " if step in (2,3,4,5,6):\n", " hh['k'], = plot(0, base_mean, 'o', color='w', mew=2, markersize=msize)\n", "\n", " if step in (6,):\n", " fill_between(range(8), base_mean, getline(mb_transfer_ft), color='#ffeeee')\n", " if step in (1,2,3,4,5,6):\n", " fill_between(range(8), base_mean, getline(mb_selffer), color='#eeeeff')\n", " fill_between(range(8), getline(mb_selffer), getline(mb_transfer), color='#ffcccc') \n", "\n", " if step in (0,1):\n", " hh['k'],=plot(.0 + 0*mb_base[0]['valid_top1_acc'],\n", " mb_base[0]['valid_top1_acc'],\n", " 'o', color = 'w', mew=2, markersize=msize)\n", " if step in (0,1):\n", " for layer in range(1,8):\n", " vals = mb_selffer[layer]['valid_top1_acc']\n", " hh['b'],=plot(-.09+layer + 0*vals, vals, 'o', color = 'b', markersize=msize)\n", " \n", " for layer in range(1,8):\n", " vals = mb_transfer[layer]['valid_top1_acc']\n", " hh['r'],=plot(.09+layer + 0*vals, vals, 'D', color = 'r', markersize=msized)\n", "\n", " if step in (3,):\n", " for layer in range(1,8):\n", " vals = mb_selffer_ft[layer]['valid_top1_acc']\n", " hh['bft1'],=plot(-.09+layer + 0*vals, vals, 'o', color = '#aaaaff', markersize=msize)\n", " hh['bft2'],=plot(-.09+layer + 0*vals, vals, '+', color = 'k', mew=2, markersize=msizep)\n", "\n", " if step in (5,): \n", " for layer in range(1,8):\n", " vals = mb_transfer_ft[layer]['valid_top1_acc']\n", " hh['rft1'],=plot(.09+layer + 0*vals, vals, 'D', color = '#ffaaaa', markersize=msized)\n", " hh['rft2'],=plot(.09+layer + 0*vals, vals, ls='', marker='+', color = 'k', mew=2, markersize=msizep)\n", " \n", " axis((-0.20000000000000001, 7.2999999999999998, 0.52000000000000002, 0.66000000000000003))\n", " if step in (0,):\n", " legend([hh['k'], hh['b'], hh['r']],\n", " ['baseB', 'selffer BnB', 'transfer AnB'],\n", " loc='lower left', numpoints=1)\n", " elif step in (1,):\n", " legend([(hh['kd'],hh['k']), hh['b'], hh['r']],\n", " ['baseB', 'selffer BnB', 'transfer AnB'],\n", " loc='lower left', numpoints=1)\n", " elif step in (2,):\n", " legend([(hh['kd'],hh['k']), hh['b'], hh['r']],\n", " ['baseB', 'selffer BnB', 'transfer AnB'],\n", " loc='lower left', numpoints=1)\n", " elif step in (3,):\n", " legend([(hh['kd'],hh['k']), hh['b'], (hh['bft1'],hh['bft2']), hh['r']],\n", " ['baseB', 'selffer BnB', 'selffer BnB$^+$', 'transfer AnB'],\n", " loc='lower left', numpoints=1)\n", " elif step in (4,):\n", " legend([(hh['kd'],hh['k']), hh['b'], hh['bft'], hh['r']],\n", " ['baseB', 'selffer BnB', 'selffer BnB$^+$', 'transfer AnB'],\n", " loc='lower left', numpoints=1)\n", " elif step in (5,):\n", " legend([(hh['kd'],hh['k']), hh['b'], hh['bft'], hh['r'], (hh['rft1'],hh['rft2'])],\n", " ['baseB', 'selffer BnB', 'selffer BnB$^+$', 'transfer AnB', 'transfer AnB$^+$'],\n", " loc='lower left', numpoints=1)\n", " else:\n", " legend([(hh['kd'],hh['k']), hh['b'], hh['bft'], hh['r'], hh['rft']],\n", " ['baseB', 'selffer BnB', 'selffer BnB$^+$', 'transfer AnB', 'transfer AnB$^+$'],\n", " loc='lower left', numpoints=1)\n", " ylabel('Top-1 accuracy (higher is better)')\n", " xlabel('Layer $n$ at which network is chopped and retrained', fontsize=16)\n", " if plot_dir != None:\n", " savefig('%s/result_transfer_pres_%02d.pdf' % (plot_dir, step))\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "just_lines_incremental(0)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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93sD18wPtQPDi/mmYOzIVEW39cLjCRaG22dC0YhHJVuOhcMpYVVRURG7u65i1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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "just_lines_incremental(1)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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H8jQkdeHCZL8DvNVq5ZEpU2DfPtY492UAacBq6kPjIwBjxrDm7bcVOlpgxowlbNv2eMDn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\nMMnGvznzwKOEseTYAMwHbsG0O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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "just_lines_incremental(2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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/GM09zyTxyofxPLfSzvMvWIwb62bOdQ5+9as2fi9ERLqwykrYtevgwjIZGRaZ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"text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "just_lines_incremental(3)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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/xWyxcWh3DLCHdGpKaoPy8nKmTZvGa6+9hruNf7l2u53LLruMJUuWBN2eKyLB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\nu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"text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "just_lines_incremental(4)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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N70qQwNiTs6RmAKuAeuB6376Fvv2TgPCLrpn3W+7b/oKpbk7ELO/xgO+Yi4GL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"text": [ "" ] } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "just_lines_incremental(5)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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+G4mGRokCo0gCC1RZ9A+MoNAYSS4XlJW1hcQ9e9rfP2CACYiFhTB4sAlgPWFZ4YdL39u+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\nJ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"text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "just_lines_incremental(6)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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oUckLERERGWPJXol3AkcBf8YExugexiOBJ4CS0WjgGBlSD+Ouu+7K2rVreeml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\n", "text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Random: First N layers random and frozen" ] }, { "cell_type": "code", "collapsed": false, "input": [ "result_base = load_results(results_root + 'netbase/*.[eo]*.gz')\n", "print 'Iterations base:', result_base['valid_loss']['idx'].max()\n", "\n", "result_nolearn_1_x = {}\n", "for ii in range(1, 7+1):\n", " result_nolearn_1_x[ii] = load_results(results_root + 'nolearn_1_%d/*.[eo]*.gz' % ii)\n", " eg = result_nolearn_1_x[ii]['valid_loss']['idx']\n", " print 'Iterations result_nolearn_1_x[%d]:' % ii, len(eg), eg.max()\n", "\n", "print 'Available fields are:'\n", "print result_base.keys()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Iterations base: 450000\n", "Iterations result_nolearn_1_x[1]:" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " 450 450000\n", "Iterations result_nolearn_1_x[2]:" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " 450 450000\n", "Iterations result_nolearn_1_x[3]:" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " 450 450000\n", "Iterations result_nolearn_1_x[4]:" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " 450 450000\n", "Iterations result_nolearn_1_x[5]:" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " 450 450000\n", "Iterations result_nolearn_1_x[6]:" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " 450 450000\n", "Iterations result_nolearn_1_x[7]:" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " 450 450000\n", "Available fields are:\n", "['train_loss', 'valid_top1_acc', 'valid_loss', 'lr', 'test_score_0', 'test_score_1']\n" ] } ], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "train_loss = []\n", "train_loss.append(mean_lowest(result_base['train_loss']))\n", "train_loss.extend([mean_lowest(result_nolearn_1_x[ll]['train_loss']) for ll in range(1,8)])\n", "\n", "valid_loss = []\n", "valid_loss.append(mean_lowest(result_base['valid_loss']))\n", "valid_loss.extend([mean_lowest(result_nolearn_1_x[ll]['valid_loss']) for ll in range(1,8)])\n", "\n", "valid_acc = []\n", "valid_acc.append(1-mean_highest(result_base['valid_top1_acc']))\n", "valid_acc.extend([1-mean_highest(result_nolearn_1_x[ll]['valid_top1_acc']) for ll in range(1,8)])\n", "\n", "figsize(5,3)\n", "subplot(2,1,1)\n", "plot(arange(8), train_loss, 'bo-')\n", "plot(arange(8), valid_loss, 'ro-')\n", "legend(('train loss', 'valid loss'), loc='best')\n", "title('loss')\n", "subplot(2,1,2)\n", "plot(arange(8), valid_acc, 'ro-')\n", "title('top1 err')\n", "\n", "figure()\n", "_=plot(arange(8), 1-array(valid_acc), 'ro-')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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k2P+yr1oVhMGAx9rq1fbvk53t+4pHBoOBm2+2azonJyeHV199lS5dulCtWrUiG+Tdd98N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\nr88gjprPIb5r25FY0Z7A3W5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"text": [ "" ] } ], "prompt_number": 21 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Transfer between Man-made and Natural datasets" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Version with A and B separate\n", "\n", "figsize(6,4)\n", "\n", "vals = mb_nm_base_A[0]['valid_top1_acc']\n", "plot(0*vals, vals,\n", " 'o', color = 'k', markersize=10)\n", "for layer in range(1,8):\n", " vals = mb_nm_transfer_A[layer]['valid_top1_acc']\n", " plot(layer + 0*vals, vals, 'o', color = 'r', markersize=10)\n", "\n", "\n", "vals = mb_nm_base_B[0]['valid_top1_acc']\n", "plot(0*vals, vals,\n", " 's', color = 'k', markersize=10)\n", "for layer in range(1,8):\n", " vals = mb_nm_transfer_B[layer]['valid_top1_acc']\n", " plot(layer + 0*vals, vals, 's', color = 'r', markersize=10)\n", " \n", "ax=axis()\n", "_=axis((-.2, 7.3) + ax[2:4])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 22 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Print exact accuracies" ] }, { "cell_type": "code", "collapsed": false, "input": [ "print 'Accuracy with target dataset \"Man-made\"'\n", "print ' base ', mb_nm_base_B[0]['valid_top1_acc'][0]\n", "for ii in range(1,8):\n", " print ' layer', ii, mb_nm_transfer_B[ii]['valid_top1_acc'][0]\n", "\n", "print 'Accuracy with target dataset \"Natural\"'\n", "print ' base ', mb_nm_base_A[0]['valid_top1_acc'][0]\n", "for ii in range(1,8):\n", " print ' layer', ii, mb_nm_transfer_A[ii]['valid_top1_acc'][0]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Accuracy with target dataset \"Man-made\"\n", " base 0.537244\n", " layer 1 0.5392359\n", " layer 2 0.52142\n", " layer 3 0.500754\n", " layer 4 0.461626\n", " layer 5 0.409802\n", " layer 6 0.374248\n", " layer 7 0.291372\n", "Accuracy with target dataset \"Natural\"\n", " base 0.6533991\n", " layer 1 0.6571475\n", " layer 2 0.6505914\n", " layer 3 0.6250239\n", " layer 4 0.5823855\n", " layer 5 0.5219\n", " layer 6 0.48505\n", " layer 7 0.399026\n" ] } ], "prompt_number": 23 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Final plot with all results together" ] }, { "cell_type": "code", "collapsed": false, "input": [ "figsize(14,10)\n", "\n", "\n", "# TOP LEFT\n", "subplot2grid((3,2), (0,0))\n", "clr='#ff8800'\n", " \n", "vals_nmA=[]\n", "vals_nmA.append((mb_nm_base_A[0]['valid_top1_acc']))\n", "for layer in range(1,8):\n", " vals_nmA.append((mb_nm_transfer_A[layer]['valid_top1_acc']))\n", "vals_nmA = array(vals_nmA)\n", "vals_nmB=[]\n", "vals_nmB.append((mb_nm_base_B[0]['valid_top1_acc']))\n", "for layer in range(1,8):\n", " vals_nmB.append((mb_nm_transfer_B[layer]['valid_top1_acc']))\n", "vals_nmB = array(vals_nmB)\n", "plot(range(8), vals_nmA, '-', lw=2, color=clr)\n", "plot(range(8), vals_nmB, '-', lw=2, color=clr)\n", "\n", "vals = mb_nm_base_A[0]['valid_top1_acc']\n", "plot(0*vals, vals,\n", " 'o', color = 'w', mew=2, markersize=msize)\n", "for layer in range(1,8):\n", " vals = mb_nm_transfer_A[layer]['valid_top1_acc']\n", " plot(layer + 0*vals, vals, 'h', color = clr, markersize=msize)\n", "\n", "vals = mb_nm_base_B[0]['valid_top1_acc']\n", "plot(0*vals, vals,\n", " 'o', color = 'w', mew=2, markersize=msize)\n", "for layer in range(1,8):\n", " vals = mb_nm_transfer_B[layer]['valid_top1_acc']\n", " plot(layer + 0*vals, vals, 'h', color = clr, markersize=msize)\n", " \n", "ax=axis()\n", "axis((-.3, 7.3) + ax[2:3] + (ax[3]+.001,))\n", "title('Man-made/Natural split')\n", "ylabel('Top-1 accuracy')\n", "\n", "\n", "# TOP RIGHT\n", "subplot2grid((3,2), (0,1))\n", "plot(arange(0,8), 1-array(valid_acc)[0:8], '-', color='y', lw=2, markersize=msize)\n", "plot(arange(0,1), 1-array(valid_acc)[0:1], 'o', color='w', mew=2, markersize=msize)\n", "plot(arange(1,8), 1-array(valid_acc)[1:8], 'v', color='y', markersize=msize)\n", "\n", "ax=axis()\n", "axis((-.3, 7.3) + ax[2:3] + (ax[3]+.01,))\n", "\n", "title('Random, untrained filters')\n", "\n", "\n", "# BOTTOM\n", "# Random\n", "subplot2grid((3,2), (1,0), colspan=2, rowspan=2)\n", "hh['r1'], = plot(arange(0,8), -(array(valid_acc)[0:]-array(valid_acc)[0]), 'y-', lw=2, markersize=msize)\n", "hh['r2'], = plot(arange(1,8), -(array(valid_acc)[1:]-array(valid_acc)[0]), 'yv', lw=2, markersize=msize)\n", "\n", "# Natman\n", "vals=[]\n", "vals.append((mb_nm_base_A[0]['valid_top1_acc'] + mb_nm_base_B[0]['valid_top1_acc']) / 2)\n", "for layer in range(1,8):\n", " vals.append((mb_nm_transfer_A[layer]['valid_top1_acc'] + mb_nm_transfer_B[layer]['valid_top1_acc']) / 2)\n", "\n", "hh['nm1'], = plot(arange(0,8), array(vals)[0:]-array(vals)[0], '-', color = clr, lw=2, markersize=msize)\n", "hh['nm2'], = plot(arange(1,8), array(vals)[1:]-array(vals)[0], 'h', color = clr, lw=2, markersize=msize)\n", "\n", "# Random A/B\n", "vals = getline(mb_transfer)\n", "hh['s1'], = plot(range(0,8), vals[0:]-vals[0], '-', color='r', lw=2, markersize=msize)\n", "hh['s2'], = plot(range(1,8), vals[1:]-vals[0], 'D', color='r', lw=2, markersize=msized)\n", "\n", "# Zero\n", "hh['o'], = plot(0, 0, 'ow', mew=2, markersize=msize)\n", "\n", "ax=axis()\n", "axis((-.2, 7.3, -.3, .03))\n", "\n", "xlabel('Layer $n$ at which network is chopped and retrained', fontsize=16)\n", "ylabel('Relative top-1 accuracy (higher is better)')\n", "legend([hh['o'], (hh['s1'],hh['s2']), (hh['nm1'],hh['nm2']), (hh['r1'],hh['r2']),],\n", " ['reference', 'mean AnB, random splits', 'mean AnB, m/n split', 'random features'],\n", " bbox_to_anchor=(.79,.39),\n", " numpoints=1)\n", "\n", "if plot_dir != None:\n", " savefig('%s/result_random_nm_combined.pdf' % plot_dir)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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EyYzoCGt3UJFjRVnG9n8hY/azLu0XIwk1fsc8RX0gmEXpWlmeWIOsA3J+MI8Cng6QPOUZ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RPUOxbBFMKCSyEsRLSWmIhEnRO7HEMV58P/s3ff4VFW6RvHvzPpEBIgdKSGYiiJhaIIgkpRUbCA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"text": [ "" ] } ], "prompt_number": 24 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Supplementary results: reduced data volume" ] }, { "cell_type": "code", "collapsed": false, "input": [ "reduced_sorted = sorted(mb_reduced.iteritems(), key=lambda key_value: key_value[0])\n", "\n", "figsize(12,10)\n", "\n", "# Reduced\n", "reduced_n_examples = array([int(item[0]) for item in reduced_sorted])\n", "reduced_acc = array([item[1]['valid_top1_acc'][0]for item in reduced_sorted])\n", "\n", "for ii in reversed(range(len(reduced_n_examples))):\n", " print '%05s' % reduced_n_examples[ii], reduced_acc[ii]\n", " \n", "subplot2grid((2,1), (0,0))\n", "plot(reduced_n_examples, reduced_acc, 'o-', lw=2, ms=msize)\n", "ax=axis()\n", "axis(ax[0:1] + (1350,) + ax[2:4])\n", "ylabel('Top-1 accuracy')\n", "xlabel('Number of examples per class (linear)')\n", "\n", "subplot2grid((2,1), (1,0))\n", "loglog(reduced_n_examples, reduced_acc, 'o-', lw=2, ms=msize)\n", "ax=axis()\n", "axis(ax[0:1] + (1350,) + ax[2:4])\n", "ylabel('Top-1 accuracy')\n", "xlabel('Number of examples per class (log)')\n", "\n", "if plot_dir != None:\n", " savefig('%s/result_reduced.pdf' % plot_dir)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " 1300 0.5517618\n", " 1000 0.5409419\n", " 750 0.5147\n", " 500 0.475682\n", " 250 0.384284\n", " 100 0.001106\n", " 50 0.00111\n", " 25 0.001078\n", " 10 0.001068\n", " 5 0.001084\n", " 2 0.004448\n", " 1 0.003796\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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LGM2kBqgFngdeT8ze+RLQXMRzqZdra4OGhnh+7rkG45IkqfcqZpjzX8Ay2icA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\n4z/5CRx3XLRYlCRVlyVLYMstY7G4p56CXXdNOiKpMRUbITeFymsuI0d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"text": [ "" ] } ], "prompt_number": 25 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Preserved features plot (unpublished)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To attempt to mitigate the effects of fragile co-adaptation, we can try initializing layers beyond the frozen layers with the originally found solution (the weights from the base model). Here we try one and two layers beyond. Of course, this solution only works if the subsequent layers of the target model are the same size as the base model, which may often not be the case." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Selffer, first N layers frozen, last 8-N randomly initialized\n", "bnb = array([0.61664, 0.61608, 0.61196, 0.597479, 0.58788, 0.610799, 0.6154])\n", "# Transfer, as above\n", "anb = array([0.635239, 0.631279, 0.628439, 0.6112, 0.58516, 0.59108, 0.5516])\n", "\n", "# Selffer, first N layers frozen, 1 layer of weights copied from base and fine tuned, last 8-N-1 = 7-N randomly initialized\n", "bnb_p1 = array([0.61944, 0.62212, 0.614279, 0.60448, 0.58748, 0.612, 0.61532])\n", "# Transfer, as above\n", "anb_p1 = array([0.6382, 0.638039, 0.63024, 0.61428, 0.587679, 0.59092, 0.55204])\n", "\n", "# Selffer, first N layers frozen, 2 layers of weights copied from base and fine tuned, last 8-N-2 = 6-N randomly initialized\n", "bnb_p2 = array([0.62848, 0.62164, 0.614, 0.6038, 0.585199, 0.61256])\n", "# Transfer, as above\n", "anb_p2 = array([0.645599, 0.640999, 0.62892, 0.61616, 0.58716, 0.590919])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "to7 = range(1,8)\n", "to6 = range(1,7)\n", "plot(to7, bnb, 'b', lw=2)\n", "plot(to7, bnb_p1, 'b--', lw=2)\n", "plot(to6, bnb_p2, 'b:', lw=2)\n", "plot(to7, anb, 'r', lw=2)\n", "plot(to7, anb_p1, 'r--', lw=2)\n", "plot(to6, anb_p2, 'r:', lw=2)\n", "legend(('BnB', 'BnB preserve 1', 'BnB preserve 2', 'AnB', 'AnB preserve 1', 'AnB preserve 2'),\n", " loc='lower left')\n", "ylabel('accuracy')\n", "xlabel('layer number')\n", "title('transfer and selffer with frozen features plus 0, 1, or 2 layers of preseved\\nfeatures above freeze point')\n", "\n", "if plot_dir != None:\n", " savefig('%s/result_preserved.pdf' % plot_dir)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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hOQoIf6B8QA5RANozbVwj4Dh0W783CnrSa/DTa/drS1JAuEVQjlaUTTUIhQHX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\nwD4/HNhb5c2dW77WP/0i4Jdf1OA0m+b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4JvZegw7s584tG6T/8osC1802Kz/tUUfBv/9d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Olj3LmTxXpu3WIFzjp1KOpty+fHxAAZMjj90t6DYbC8qG0WsEUv7NjB8kfxCQhg6+JDh5js+tVX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\no1juchsG8WMAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 27 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Conclusion: at least with this training regimen, preserving 1 or 2 layers beyond the freeze point does not seem to prevent co-adaptation. However, a different training schedule might. For example, for N = 4, one could copy and freeze the first 6 layers, train the last two to convergence, and only then release the 5th and 6th layers, once again training to convergence. As mentioned above, this requires the target model to have the same layers sizes in the 5th and 6th layers, which will not always be desirable." ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "More info" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For more information and code, please visit http://yosinski.com/transfer" ] } ], "metadata": {} } ] }