The experiment for the forthcoming paper on Nested Gumbel-Softmaxes.
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Ordered Categorical VAE with Nested Gumbel-Softmax\n", | |
"\n", | |
"This notebook contains experiments using a nested Gumbel-Softmax variational autoencoder to learn a generative model of digits on the MNIST dataset. This notebook is heavily based on the [notebook for the Gumbel-Softmax paper][gumbel].\n", | |
"\n", | |
"[gumbel]: https://github.com/ericjang/gumbel-softmax/blob/master/Categorical%20VAE.ipynb" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# 1. Imports and Helper Functions" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"import tensorflow as tf\n", | |
"from tensorflow.examples.tutorials.mnist import input_data\n", | |
"import matplotlib.pyplot as plt\n", | |
"import numpy as np\n", | |
"slim=tf.contrib.slim\n", | |
"Bernoulli = tf.contrib.distributions.Bernoulli" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Tensorflow version is: 1.1.0\n" | |
] | |
} | |
], | |
"source": [ | |
"print(\"Tensorflow version is: %s\"%tf.__version__)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/disk/scratch/gngdb/miniconda2/envs/hamburger/lib/python2.7/site-packages/matplotlib/cbook.py:136: MatplotlibDeprecationWarning: The Vega20 colormap was deprecated in version 2.0. Use tab20 instead.\n", | |
" warnings.warn(message, mplDeprecation, stacklevel=1)\n", | |
"/disk/scratch/gngdb/miniconda2/envs/hamburger/lib/python2.7/site-packages/matplotlib/cbook.py:136: MatplotlibDeprecationWarning: The Vega20b colormap was deprecated in version 2.0. Use tab20b instead.\n", | |
" warnings.warn(message, mplDeprecation, stacklevel=1)\n", | |
"/disk/scratch/gngdb/miniconda2/envs/hamburger/lib/python2.7/site-packages/matplotlib/cbook.py:136: MatplotlibDeprecationWarning: The Vega20c colormap was deprecated in version 2.0. Use tab20c instead.\n", | |
" warnings.warn(message, mplDeprecation, stacklevel=1)\n", | |
"/disk/scratch/gngdb/miniconda2/envs/hamburger/lib/python2.7/site-packages/matplotlib/cbook.py:136: MatplotlibDeprecationWarning: The Vega20b_r colormap was deprecated in version 2.0. Use tab20b_r instead.\n", | |
" warnings.warn(message, mplDeprecation, stacklevel=1)\n", | |
"/disk/scratch/gngdb/miniconda2/envs/hamburger/lib/python2.7/site-packages/matplotlib/cbook.py:136: MatplotlibDeprecationWarning: The Vega10 colormap was deprecated in version 2.0. Use tab10 instead.\n", | |
" warnings.warn(message, mplDeprecation, stacklevel=1)\n", | |
"/disk/scratch/gngdb/miniconda2/envs/hamburger/lib/python2.7/site-packages/matplotlib/cbook.py:136: MatplotlibDeprecationWarning: The Vega10_r colormap was deprecated in version 2.0. Use tab10_r instead.\n", | |
" warnings.warn(message, mplDeprecation, stacklevel=1)\n", | |
"/disk/scratch/gngdb/miniconda2/envs/hamburger/lib/python2.7/site-packages/matplotlib/cbook.py:136: MatplotlibDeprecationWarning: The Vega20c_r colormap was deprecated in version 2.0. Use tab20c_r instead.\n", | |
" warnings.warn(message, mplDeprecation, stacklevel=1)\n", | |
"/disk/scratch/gngdb/miniconda2/envs/hamburger/lib/python2.7/site-packages/matplotlib/cbook.py:136: MatplotlibDeprecationWarning: The Vega20_r colormap was deprecated in version 2.0. Use tab20_r instead.\n", | |
" warnings.warn(message, mplDeprecation, stacklevel=1)\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
"<script src=\"https://code.jquery.com/ui/1.10.4/jquery-ui.min.js\" type=\"text/javascript\"></script>\n", | |
"<script type=\"text/javascript\">function HoloViewsWidget(){\n", | |
"}\n", | |
"\n", | |
"HoloViewsWidget.comms = {};\n", | |
"HoloViewsWidget.comm_state = {};\n", | |
"\n", | |
"HoloViewsWidget.prototype.init_slider = function(init_val){\n", | |
"\tif(this.load_json) {\n", | |
"\t\tthis.from_json()\n", | |
"\t} else {\n", | |
"\t\tthis.update_cache();\n", | |
"\t}\n", | |
"}\n", | |
"\n", | |
"HoloViewsWidget.prototype.populate_cache = function(idx){\n", | |
" this.cache[idx].html(this.frames[idx]);\n", | |
" if (this.embed) {\n", | |
" delete this.frames[idx];\n", | |
" }\n", | |
"}\n", | |
"\n", | |
"HoloViewsWidget.prototype.process_error = function(msg){\n", | |
"\n", | |
"}\n", | |
"\n", | |
"HoloViewsWidget.prototype.from_json = function() {\n", | |
"\tvar data_url = this.json_path + this.id + '.json';\n", | |
"\t$.getJSON(data_url, $.proxy(function(json_data) {\n", | |
"\t\tthis.frames = json_data;\n", | |
"\t\tthis.update_cache();\n", | |
"\t\tthis.update(0);\n", | |
"\t}, this));\n", | |
"}\n", | |
"\n", | |
"HoloViewsWidget.prototype.dynamic_update = function(current){\n", | |
"\tif (current === undefined) {\n", | |
"\t\treturn\n", | |
"\t}\n", | |
"\tif(this.dynamic) {\n", | |
"\t\tcurrent = JSON.stringify(current);\n", | |
"\t}\n", | |
"\tfunction callback(initialized, msg){\n", | |
"\t\t/* This callback receives data from Python as a string\n", | |
"\t\t in order to parse it correctly quotes are sliced off*/\n", | |
"\t\tif (msg.content.ename != undefined) {\n", | |
"\t\t\tthis.process_error(msg);\n", | |
"\t\t}\n", | |
"\t\tif (msg.msg_type != \"execute_result\") {\n", | |
"\t\t\tconsole.log(\"Warning: HoloViews callback returned unexpected data for key: (\", current, \") with the following content:\", msg.content)\n", | |
"\t\t\tthis.time = undefined;\n", | |
"\t\t\tthis.wait = false;\n", | |
"\t\t\treturn\n", | |
"\t\t}\n", | |
"\t\tthis.timed = (Date.now() - this.time) * 1.1;\n", | |
"\t\tif (msg.msg_type == \"execute_result\") {\n", | |
"\t\t\tif (msg.content.data['text/plain'].includes('Complete')) {\n", | |
"\t\t\t\tthis.wait = false;\n", | |
"\t\t\t\tif (this.queue.length > 0) {\n", | |
"\t\t\t\t\tthis.time = Date.now();\n", | |
"\t\t\t\t\tthis.dynamic_update(this.queue[this.queue.length-1]);\n", | |
"\t\t\t\t\tthis.queue = [];\n", | |
"\t\t\t\t}\n", | |
"\t\t\t\treturn\n", | |
"\t\t\t}\n", | |
"\t\t}\n", | |
"\t}\n", | |
"\tthis.current = current;\n", | |
"\tvar kernel = IPython.notebook.kernel;\n", | |
"\tcallbacks = {iopub: {output: $.proxy(callback, this, this.initialized)}};\n", | |
"\tvar cmd = \"holoviews.plotting.widgets.NdWidget.widgets['\" + this.id + \"'].update(\" + current + \")\";\n", | |
"\tkernel.execute(\"import holoviews;\" + cmd, callbacks, {silent : false});\n", | |
"}\n", | |
"\n", | |
"HoloViewsWidget.prototype.update_cache = function(force){\n", | |
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" } else {\n", | |
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" }\n", | |
" if(!(frame in this.cache) || force) {\n", | |
"\t\t\tif ((frame in this.cache) && force) { this.cache[frame].remove() }\n", | |
"\t\t\tthis.cache[frame] = $('<div />').appendTo(\"#\"+\"_anim_img\"+this.id).hide();\n", | |
"\t\t\tvar cache_id = \"_anim_img\"+this.id+\"_\"+frame;\n", | |
"\t\t\tthis.cache[frame].attr(\"id\", cache_id);\n", | |
"\t\t\tthis.populate_cache(frame);\n", | |
" }\n", | |
" }\n", | |
"}\n", | |
"\n", | |
"HoloViewsWidget.prototype.update = function(current){\n", | |
" if(current in this.cache) {\n", | |
" $.each(this.cache, function(index, value) {\n", | |
" value.hide();\n", | |
" });\n", | |
" this.cache[current].show();\n", | |
"\t\tthis.wait = false;\n", | |
" }\n", | |
"}\n", | |
"\n", | |
"HoloViewsWidget.prototype.init_comms = function() {\n", | |
"\tif ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel !== undefined)) {\n", | |
"\t\tvar widget = this;\n", | |
"\t\tcomm_manager = Jupyter.notebook.kernel.comm_manager;\n", | |
" comm_manager.register_target(this.id, function (comm) {\n", | |
"\t\t\tcomm.on_msg(function (msg) { widget.process_msg(msg) });\n", | |
"\t\t});\n", | |
"\t}\n", | |
"}\n", | |
"\n", | |
"HoloViewsWidget.prototype.process_msg = function(msg) {\n", | |
"}\n", | |
"\n", | |
"function SelectionWidget(frames, id, slider_ids, keyMap, dim_vals, notFound, load_json, mode, cached, json_path, dynamic){\n", | |
" this.frames = frames;\n", | |
" this.id = id;\n", | |
" this.slider_ids = slider_ids;\n", | |
" this.keyMap = keyMap\n", | |
" this.current_frame = 0;\n", | |
" this.current_vals = dim_vals;\n", | |
" this.load_json = load_json;\n", | |
" this.mode = mode;\n", | |
" this.notFound = notFound;\n", | |
" this.cached = cached;\n", | |
" this.dynamic = dynamic;\n", | |
" this.cache = {};\n", | |
"\tthis.json_path = json_path;\n", | |
" this.init_slider(this.current_vals[0]);\n", | |
"\tthis.queue = [];\n", | |
"\tthis.wait = false;\n", | |
"\tif (!this.cached || this.dynamic) {\n", | |
"\t\tthis.init_comms()\n", | |
"\t}\n", | |
"}\n", | |
"\n", | |
"SelectionWidget.prototype = new HoloViewsWidget;\n", | |
"\n", | |
"\n", | |
"SelectionWidget.prototype.get_key = function(current_vals) {\n", | |
"\tvar key = \"(\";\n", | |
" for (var i=0; i<this.slider_ids.length; i++)\n", | |
" {\n", | |
" val = this.current_vals[i];\n", | |
" if (!(typeof val === 'string')) {\n", | |
" if (val % 1 === 0) { val = val.toFixed(1); }\n", | |
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" }\n", | |
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" if(i != this.slider_ids.length-1) { key += ', ';}\n", | |
" else if(this.slider_ids.length == 1) { key += ',';}\n", | |
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" if(current === undefined && !this.dynamic) {\n", | |
" return\n", | |
" }\n", | |
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"\t\t\tif (!this.dynamic) {\n", | |
"\t\t\t\tkey = this.get_key(key);\n", | |
"\t\t\t}\n", | |
"\t\t\tthis.queue.push(key);\n", | |
"\t\t\treturn\n", | |
"\t\t}\n", | |
"\t}\n", | |
"\tthis.queue = [];\n", | |
"\tthis.time = Date.now();\n", | |
"\tthis.current_frame = current;\n", | |
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" this.dynamic_update(this.current_vals)\n", | |
" } else if(this.cached) {\n", | |
" this.update(current)\n", | |
" } else {\n", | |
" this.dynamic_update(current)\n", | |
" }\n", | |
"}\n", | |
"\n", | |
"\n", | |
"/* Define the ScrubberWidget class */\n", | |
"function ScrubberWidget(frames, num_frames, id, interval, load_json, mode, cached, json_path, dynamic){\n", | |
" this.slider_id = \"_anim_slider\" + id;\n", | |
" this.loop_select_id = \"_anim_loop_select\" + id;\n", | |
" this.id = id;\n", | |
" this.interval = interval;\n", | |
" this.current_frame = 0;\n", | |
" this.direction = 0;\n", | |
" this.dynamic = dynamic;\n", | |
" this.timer = null;\n", | |
" this.load_json = load_json;\n", | |
" this.mode = mode;\n", | |
" this.cached = cached;\n", | |
" this.frames = frames;\n", | |
" this.cache = {};\n", | |
" this.length = num_frames;\n", | |
"\tthis.json_path = json_path;\n", | |
" document.getElementById(this.slider_id).max = this.length - 1;\n", | |
" this.init_slider(0);\n", | |
"\tthis.wait = false;\n", | |
"\tthis.queue = [];\n", | |
"\tif (!this.cached || this.dynamic) {\n", | |
"\t\tthis.init_comms()\n", | |
"\t}\n", | |
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"\n", | |
"ScrubberWidget.prototype = new HoloViewsWidget;\n", | |
"\n", | |
"ScrubberWidget.prototype.set_frame = function(frame){\n", | |
"\tthis.current_frame = frame;\n", | |
"\twidget = document.getElementById(this.slider_id);\n", | |
" if (widget === null) {\n", | |
" this.pause_animation();\n", | |
" return\n", | |
" }\n", | |
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" } else {\n", | |
" this.dynamic_update(frame)\n", | |
" }\n", | |
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"\n", | |
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"\tif (msg.content.ename === 'StopIteration') {\n", | |
"\t\tthis.pause_animation();\n", | |
"\t\tthis.stopped = true;\n", | |
"\t\tvar keys = Object.keys(this.frames)\n", | |
"\t\tthis.length = keys.length;\n", | |
"\t\tdocument.getElementById(this.slider_id).max = this.length-1;\n", | |
"\t\tdocument.getElementById(this.slider_id).value = this.length-1;\n", | |
"\t\tthis.current_frame = this.length-1;\n", | |
"\t}\n", | |
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"\n", | |
"\n", | |
"ScrubberWidget.prototype.get_loop_state = function(){\n", | |
" var button_group = document[this.loop_select_id].state;\n", | |
" for (var i = 0; i < button_group.length; i++) {\n", | |
" var button = button_group[i];\n", | |
" if (button.checked) {\n", | |
" return button.value;\n", | |
" }\n", | |
" }\n", | |
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"\n", | |
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"\t\tif (this.wait) {\n", | |
"\t\t\treturn\n", | |
"\t\t}\n", | |
"\t\tthis.wait = true;\n", | |
"\t}\n", | |
"\tif (this.dynamic && this.current_frame + 1 >= this.length) {\n", | |
"\t\tthis.length += 1;\n", | |
" document.getElementById(this.slider_id).max = this.length-1;\n", | |
"\t}\n", | |
" this.set_frame(Math.min(this.length - 1, this.current_frame + 1));\n", | |
"}\n", | |
"\n", | |
"ScrubberWidget.prototype.previous_frame = function() {\n", | |
" this.set_frame(Math.max(0, this.current_frame - 1));\n", | |
"}\n", | |
"\n", | |
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" this.set_frame(0);\n", | |
"}\n", | |
"\n", | |
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" this.set_frame(this.length - 1);\n", | |
"}\n", | |
"\n", | |
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" this.interval /= 0.7;\n", | |
" if(this.direction > 0){this.play_animation();}\n", | |
" else if(this.direction < 0){this.reverse_animation();}\n", | |
"}\n", | |
"\n", | |
"ScrubberWidget.prototype.faster = function() {\n", | |
" this.interval *= 0.7;\n", | |
" if(this.direction > 0){this.play_animation();}\n", | |
" else if(this.direction < 0){this.reverse_animation();}\n", | |
"}\n", | |
"\n", | |
"ScrubberWidget.prototype.anim_step_forward = function() {\n", | |
" if(this.current_frame < this.length || (this.dynamic && !this.stopped)){\n", | |
" this.next_frame();\n", | |
" }else{\n", | |
" var loop_state = this.get_loop_state();\n", | |
" if(loop_state == \"loop\"){\n", | |
" this.first_frame();\n", | |
" }else if(loop_state == \"reflect\"){\n", | |
" this.last_frame();\n", | |
" this.reverse_animation();\n", | |
" }else{\n", | |
" this.pause_animation();\n", | |
" this.last_frame();\n", | |
" }\n", | |
" }\n", | |
"}\n", | |
"\n", | |
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" this.current_frame -= 1;\n", | |
" if(this.current_frame >= 0){\n", | |
" this.set_frame(this.current_frame);\n", | |
" } else {\n", | |
" var loop_state = this.get_loop_state();\n", | |
" if(loop_state == \"loop\"){\n", | |
" this.last_frame();\n", | |
" }else if(loop_state == \"reflect\"){\n", | |
" this.first_frame();\n", | |
" this.play_animation();\n", | |
" }else{\n", | |
" this.pause_animation();\n", | |
" this.first_frame();\n", | |
" }\n", | |
" }\n", | |
"}\n", | |
"\n", | |
"ScrubberWidget.prototype.pause_animation = function() {\n", | |
" this.direction = 0;\n", | |
" if (this.timer){\n", | |
" clearInterval(this.timer);\n", | |
" this.timer = null;\n", | |
" }\n", | |
"}\n", | |
"\n", | |
"ScrubberWidget.prototype.play_animation = function() {\n", | |
" this.pause_animation();\n", | |
" this.direction = 1;\n", | |
" var t = this;\n", | |
" if (!this.timer) this.timer = setInterval(function(){t.anim_step_forward();}, this.interval);\n", | |
"}\n", | |
"\n", | |
"ScrubberWidget.prototype.reverse_animation = function() {\n", | |
" this.pause_animation();\n", | |
" this.direction = -1;\n", | |
" var t = this;\n", | |
" if (!this.timer) this.timer = setInterval(function(){t.anim_step_reverse();}, this.interval);\n", | |
"}\n", | |
"\n", | |
"function extend(destination, source) {\n", | |
" for (var k in source) {\n", | |
" if (source.hasOwnProperty(k)) {\n", | |
" destination[k] = source[k];\n", | |
" }\n", | |
" }\n", | |
" return destination;\n", | |
"}\n", | |
"\n", | |
"function update_widget(widget, values) {\n", | |
"\tif (widget.hasClass(\"ui-slider\")) {\n", | |
"\t\twidget.slider('option',\n", | |
"\t\t\t\t\t {'min': 0, 'max': values.length-1,\n", | |
"\t\t\t\t\t 'dim_vals': values, 'value': 0,\n", | |
"\t\t\t\t\t 'dim_labels': values})\n", | |
"\t\twidget.slider('option', 'slide').call(widget, event, {'value': 0})\n", | |
"\t} else {\n", | |
"\t\twidget.empty();\n", | |
"\t\tfor (var i=0; i<values.length; i++){\n", | |
"\t\t\twidget.append($(\"<option>\", {\n", | |
"\t\t\t\tvalue: i,\n", | |
"\t\t\t\ttext: values[i]\n", | |
"\t\t\t}))};\n", | |
"\t\twidget.data('values', values);\n", | |
"\t\twidget.data('value', 0);\n", | |
"\t\twidget.trigger(\"change\");\n", | |
"\t};\n", | |
"}\n", | |
"\n", | |
"// Define MPL specific subclasses\n", | |
"function MPLSelectionWidget() {\n", | |
"\tSelectionWidget.apply(this, arguments);\n", | |
"}\n", | |
"\n", | |
"function MPLScrubberWidget() {\n", | |
"\tScrubberWidget.apply(this, arguments);\n", | |
"}\n", | |
"\n", | |
"// Let them inherit from the baseclasses\n", | |
"MPLSelectionWidget.prototype = Object.create(SelectionWidget.prototype);\n", | |
"MPLScrubberWidget.prototype = Object.create(ScrubberWidget.prototype);\n", | |
"\n", | |
"// Define methods to override on widgets\n", | |
"var MPLMethods = {\n", | |
"\tinit_slider : function(init_val){\n", | |
"\t\tif(this.load_json) {\n", | |
"\t\t\tthis.from_json()\n", | |
"\t\t} else {\n", | |
"\t\t\tthis.update_cache();\n", | |
"\t\t}\n", | |
"\t\tthis.update(0);\n", | |
"\t\tif(this.mode == 'nbagg') {\n", | |
"\t\t\tthis.set_frame(init_val, 0);\n", | |
"\t\t}\n", | |
"\t},\n", | |
"\tpopulate_cache : function(idx){\n", | |
"\t\tvar cache_id = \"_anim_img\"+this.id+\"_\"+idx;\n", | |
"\t\tif(this.mode == 'mpld3') {\n", | |
"\t\t\tmpld3.draw_figure(cache_id, this.frames[idx]);\n", | |
"\t\t} else {\n", | |
"\t\t\tthis.cache[idx].html(this.frames[idx]);\n", | |
"\t\t}\n", | |
"\t\tif (this.embed) {\n", | |
"\t\t\tdelete this.frames[idx];\n", | |
"\t\t}\n", | |
"\t},\n", | |
"\tprocess_msg : function(msg) {\n", | |
"\t\tif (!(this.mode == 'nbagg')) {\n", | |
"\t\t\tvar data = msg.content.data;\n", | |
"\t\t\tthis.frames[this.current] = data;\n", | |
"\t\t\tthis.update_cache(true);\n", | |
"\t\t\tthis.update(this.current);\n", | |
"\t\t}\n", | |
"\t}\n", | |
"}\n", | |
"// Extend MPL widgets with backend specific methods\n", | |
"extend(MPLSelectionWidget.prototype, MPLMethods);\n", | |
"extend(MPLScrubberWidget.prototype, MPLMethods);\n", | |
"</script>\n", | |
"\n", | |
"\n", | |
"<link rel=\"stylesheet\" href=\"https://code.jquery.com/ui/1.10.4/themes/smoothness/jquery-ui.css\">\n", | |
"<style>div.hololayout {\n", | |
" display: flex;\n", | |
" align-items: center;\n", | |
" margin: 0;\n", | |
"}\n", | |
"\n", | |
"div.holoframe {\n", | |
"\twidth: 75%;\n", | |
"}\n", | |
"\n", | |
"div.holowell {\n", | |
" display: flex;\n", | |
" align-items: center;\n", | |
" margin: 0;\n", | |
"}\n", | |
"\n", | |
"form.holoform {\n", | |
" background-color: #fafafa;\n", | |
" border-radius: 5px;\n", | |
" overflow: hidden;\n", | |
"\tpadding-left: 0.8em;\n", | |
" padding-right: 0.8em;\n", | |
" padding-top: 0.4em;\n", | |
" padding-bottom: 0.4em;\n", | |
"}\n", | |
"\n", | |
"div.holowidgets {\n", | |
" padding-right: 0;\n", | |
"\twidth: 25%;\n", | |
"}\n", | |
"\n", | |
"div.holoslider {\n", | |
" min-height: 0 !important;\n", | |
" height: 0.8em;\n", | |
" width: 60%;\n", | |
"}\n", | |
"\n", | |
"div.holoformgroup {\n", | |
" padding-top: 0.5em;\n", | |
" margin-bottom: 0.5em;\n", | |
"}\n", | |
"\n", | |
"div.hologroup {\n", | |
" padding-left: 0;\n", | |
" padding-right: 0.8em;\n", | |
" width: 50%;\n", | |
"}\n", | |
"\n", | |
".holoselect {\n", | |
" width: 92%;\n", | |
" margin-left: 0;\n", | |
" margin-right: 0;\n", | |
"}\n", | |
"\n", | |
".holotext {\n", | |
" width: 100%;\n", | |
" padding-left: 0.5em;\n", | |
" padding-right: 0;\n", | |
"}\n", | |
"\n", | |
".holowidgets .ui-resizable-se {\n", | |
"\tvisibility: hidden\n", | |
"}\n", | |
"\n", | |
".holoframe > .ui-resizable-se {\n", | |
"\tvisibility: hidden\n", | |
"}\n", | |
"\n", | |
".holowidgets .ui-resizable-s {\n", | |
"\tvisibility: hidden\n", | |
"}\n", | |
"</style>\n", | |
"\n", | |
"\n", | |
"<div>\n", | |
"<img src='data:image/png;base64,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'\n", | |
" style='width:25px;height:25px; border-radius:12px;'/>\n", | |
"\n", | |
"\n", | |
"</div>\n" | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"import holoviews as hv\n", | |
"%load_ext holoviews.ipython" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 188, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"%output size=200" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"def sample_gumbel(shape, eps=1e-20): \n", | |
" \"\"\"Sample from Gumbel(0, 1)\"\"\"\n", | |
" U = tf.random_uniform(shape,minval=0,maxval=1)\n", | |
" return -tf.log(-tf.log(U + eps) + eps)\n", | |
"\n", | |
"def gumbel_softmax_sample(logits, temperature): \n", | |
" \"\"\" Draw a sample from the Gumbel-Softmax distribution\"\"\"\n", | |
" y = logits + sample_gumbel(tf.shape(logits))\n", | |
" return tf.nn.softmax( y / temperature)\n", | |
"\n", | |
"def gumbel_softmax(logits, temperature, hard=False):\n", | |
" \"\"\"Sample from the Gumbel-Softmax distribution and optionally discretize.\n", | |
" Args:\n", | |
" logits: [batch_size, n_class] unnormalized log-probs\n", | |
" temperature: non-negative scalar\n", | |
" hard: if True, take argmax, but differentiate w.r.t. soft sample y\n", | |
" Returns:\n", | |
" [batch_size, n_class] sample from the Gumbel-Softmax distribution.\n", | |
" If hard=True, then the returned sample will be one-hot, otherwise it will\n", | |
" be a probabilitiy distribution that sums to 1 across classes\n", | |
" \"\"\"\n", | |
" y = gumbel_softmax_sample(logits, temperature)\n", | |
" if hard:\n", | |
" k = tf.shape(logits)[-1]\n", | |
" #y_hard = tf.cast(tf.one_hot(tf.argmax(y,1),k), y.dtype)\n", | |
" y_hard = tf.cast(tf.equal(y,tf.reduce_max(y,1,keep_dims=True)),y.dtype)\n", | |
" y = tf.stop_gradient(y_hard - y) + y\n", | |
" return y" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# 2. Build Model" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 318, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"tf.reset_default_graph()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 319, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"K=10 # number of classes\n", | |
"N=30 # number of categorical distributions" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 320, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"BATCH_SIZE=500\n", | |
"M = BATCH_SIZE\n", | |
"# input image x (shape=(batch_size,784))\n", | |
"x = tf.placeholder(tf.float32,[None,784])\n", | |
"\n", | |
"# variational posterior q(y|x), i.e. the encoder (shape=(batch_size,200))\n", | |
"net = slim.stack(x,slim.fully_connected,[512,256])\n", | |
"\n", | |
"# unnormalized logits for N separate K-categorical distributions (shape=(batch_size*N,K))\n", | |
"logits_y = tf.reshape(slim.fully_connected(net,K*N,activation_fn=None),[-1,K])\n", | |
"q_y = tf.nn.softmax(logits_y)\n", | |
"log_q_y = tf.log(q_y+1e-20)\n", | |
"\n", | |
"# temperature\n", | |
"tau = tf.Variable(5.0,name=\"temperature\")\n", | |
"\n", | |
"# at the same time, we need to parameterise our nested categorical sample\n", | |
"rho = slim.fully_connected(net, 1, activation_fn=tf.nn.sigmoid)\n", | |
"rho = (1-1e-3)*rho\n", | |
"k = tf.range(N, dtype=tf.float32)\n", | |
"nested_up = (tf.pow(rho,k)*(1.0-rho))\n", | |
"nested_p = nested_up/tf.reduce_sum(nested_up, axis=1, keep_dims=True)\n", | |
"nested_logp = tf.reshape(tf.log(nested_p+1e-8), [M,N])\n", | |
"z = gumbel_softmax(nested_logp, tau, hard=False)\n", | |
"z = (1.0-tf.cumsum(z, axis=1))\n", | |
"\n", | |
"# sample and reshape back (shape=(batch_size,N,K))\n", | |
"# set hard=True for ST Gumbel-Softmax\n", | |
"y = tf.reshape(gumbel_softmax(logits_y,tau,hard=False),[-1,N,K])\n", | |
"# apply the soft nested dropout mask\n", | |
"y_masked = y*tf.reshape(z, [M,N,1])\n", | |
"\n", | |
"# generative model p(x|y), i.e. the decoder (shape=(batch_size,200))\n", | |
"net = slim.stack(slim.flatten(y_masked),slim.fully_connected,[256,512])\n", | |
"logits_x = slim.fully_connected(net,784,activation_fn=None)\n", | |
"\n", | |
"# (shape=(batch_size,784))\n", | |
"p_x = Bernoulli(logits=logits_x)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 321, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"WARNING:tensorflow:From <ipython-input-321-a28e93aba7dc>:2: initialize_all_variables (from tensorflow.python.ops.variables) is deprecated and will be removed after 2017-03-02.\n", | |
"Instructions for updating:\n", | |
"Use `tf.global_variables_initializer` instead.\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"WARNING:tensorflow:From <ipython-input-321-a28e93aba7dc>:2: initialize_all_variables (from tensorflow.python.ops.variables) is deprecated and will be removed after 2017-03-02.\n", | |
"Instructions for updating:\n", | |
"Use `tf.global_variables_initializer` instead.\n" | |
] | |
} | |
], | |
"source": [ | |
"sess=tf.InteractiveSession()\n", | |
"init_op=tf.initialize_all_variables()\n", | |
"sess.run(init_op)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 322, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Extracting /tmp/train-images-idx3-ubyte.gz\n", | |
"Extracting /tmp/train-labels-idx1-ubyte.gz\n", | |
"Extracting /tmp/t10k-images-idx3-ubyte.gz\n", | |
"Extracting /tmp/t10k-labels-idx1-ubyte.gz\n" | |
] | |
} | |
], | |
"source": [ | |
"# get data\n", | |
"data = input_data.read_data_sets('/tmp/', one_hot=True).train " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 323, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<img 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' style='max-width:100%; margin: auto; display: block; '/>" | |
], | |
"text/plain": [ | |
":AdjointLayout\n", | |
" :Image [x,y] (z)\n", | |
" :Histogram [z] (Frequency)" | |
] | |
}, | |
"execution_count": 323, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"%%output size=200\n", | |
"np_x,np_y=data.next_batch(BATCH_SIZE)\n", | |
"hv.Image(sess.run(z,{x:np_x, rho: np.ones((BATCH_SIZE,1))*0.9}).squeeze()).hist()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 324, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# loss and train ops\n", | |
"kl_tmp = tf.reshape(q_y*(log_q_y-tf.log(1.0/K)),[-1,N,K])\n", | |
"KL = tf.reduce_sum(kl_tmp,[1,2])\n", | |
"# nested kl to arbitrarily chosen geometric\n", | |
"prior_rho = 0.8\n", | |
"ref_ugeo = tf.pow(prior_rho,k)*(1.0-prior_rho)\n", | |
"ref_geo = ref_ugeo/tf.reduce_sum(ref_ugeo)\n", | |
"log_ref_geo = tf.reshape(tf.log(ref_geo+1e-8), [1, N])\n", | |
"nested_kl = nested_p*(nested_logp - log_ref_geo)\n", | |
"nKL = tf.reduce_sum(nested_kl, [1])\n", | |
"elbo=tf.reduce_sum(p_x.log_prob(x),1) - KL - nKL" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 325, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"WARNING:tensorflow:From <ipython-input-325-db15cc133fe7>:4: initialize_all_variables (from tensorflow.python.ops.variables) is deprecated and will be removed after 2017-03-02.\n", | |
"Instructions for updating:\n", | |
"Use `tf.global_variables_initializer` instead.\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"WARNING:tensorflow:From <ipython-input-325-db15cc133fe7>:4: initialize_all_variables (from tensorflow.python.ops.variables) is deprecated and will be removed after 2017-03-02.\n", | |
"Instructions for updating:\n", | |
"Use `tf.global_variables_initializer` instead.\n" | |
] | |
} | |
], | |
"source": [ | |
"loss=tf.reduce_mean(-elbo)\n", | |
"lr=tf.constant(0.001)\n", | |
"train_op=tf.train.AdamOptimizer(learning_rate=lr).minimize(loss,var_list=slim.get_model_variables())\n", | |
"init_op=tf.initialize_all_variables()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"collapsed": true | |
}, | |
"source": [ | |
"# 3. Train" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 326, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"NUM_ITERS=50000\n", | |
"tau0=1.0 # initial temperature\n", | |
"np_temp=tau0\n", | |
"np_lr=0.001\n", | |
"ANNEAL_RATE=0.00003\n", | |
"MIN_TEMP=0.5" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 327, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"from tqdm import tqdm_notebook as tqdm" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 328, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"application/vnd.jupyter.widget-view+json": { | |
"model_id": "9757a8c471bc4647b5ddd3504b49ade8" | |
} | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Step 5000, ELBO: -108.560\n", | |
"Step 10000, ELBO: -103.935\n", | |
"Step 15000, ELBO: -102.148\n", | |
"Step 20000, ELBO: -104.645\n", | |
"Step 25000, ELBO: -105.826\n", | |
"Step 30000, ELBO: -105.118\n", | |
"Step 35000, ELBO: -106.743\n", | |
"Step 40000, ELBO: -99.907\n", | |
"Step 45000, ELBO: -104.593\n", | |
"\n" | |
] | |
} | |
], | |
"source": [ | |
"dat=[]\n", | |
"sess.run(init_op)\n", | |
"for i in tqdm(range(1,NUM_ITERS)):\n", | |
" np_x,np_y=data.next_batch(BATCH_SIZE)\n", | |
" _,np_loss=sess.run([train_op,loss],{\n", | |
" x:np_x,\n", | |
" tau:np_temp,\n", | |
" lr:np_lr\n", | |
" })\n", | |
" if i % 100 == 1:\n", | |
" dat.append([i,np_temp,np_loss])\n", | |
" if i % 1000 == 1:\n", | |
" np_temp=np.maximum(tau0*np.exp(-ANNEAL_RATE*i),MIN_TEMP)\n", | |
" np_lr*=0.9\n", | |
" if (i+1) % 5000 == 1:\n", | |
" print('Step %d, ELBO: %0.3f' % (i,-np_loss))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## save to animation\n", | |
"\n", | |
"Saving the output of the learnt model to an animation and then loading it back into the notebook for an exciting viewing experience. If you're looking at this on GitHub, it may or may not work! Maybe you should just run it yourself?" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 331, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [], | |
"source": [ | |
"np_x1,_=data.next_batch(BATCH_SIZE)\n", | |
"np_x2,np_y1 = sess.run([p_x.mean(),y],{x:np_x1})" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 332, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"import matplotlib.animation as animation" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 333, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"def save_anim(data,figsize,filename):\n", | |
" fig=plt.figure(figsize=(figsize[1]/10.0,figsize[0]/10.0))\n", | |
" im = plt.imshow(data[0].reshape(figsize),cmap=plt.cm.gray,interpolation='none')\n", | |
" plt.gca().set_axis_off()\n", | |
" #fig.tight_layout()\n", | |
" fig.subplots_adjust(left=0, bottom=0, right=1, top=1, wspace=None, hspace=None)\n", | |
" def updatefig(t):\n", | |
" im.set_array(data[t].reshape(figsize))\n", | |
" return im,\n", | |
" anim=animation.FuncAnimation(fig, updatefig, frames=100, interval=50, blit=True, repeat=True)\n", | |
" Writer = animation.writers['imagemagick']\n", | |
" writer = Writer(fps=1, metadata=dict(artist='Me'), bitrate=1800)\n", | |
" anim.save(filename, writer=writer)\n", | |
" return" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 334, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"save_anim(np_x1,(28,28),'x0.gif')\n", | |
"save_anim(np_y1,(N,K),'y.gif')\n", | |
"save_anim(np_x2,(28,28),'x1.gif')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 335, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"from IPython.display import Image" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 336, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<img src=\"x0.gif\"/>" | |
], | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 336, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"Image(url='x0.gif')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 337, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<img src=\"y.gif\"/>" | |
], | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 337, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"Image(url='y.gif')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 338, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<img src=\"x1.gif\"/>" | |
], | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 338, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"Image(url='x1.gif')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# 4. Plot Training Curves" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 339, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"dat=np.array(dat).T" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 340, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
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' style='max-width:100%; margin: auto; display: block; '/>" | |
], | |
"text/plain": [ | |
":Layout\n", | |
" .Curve.I :Curve [Iteration] (Temperature)\n", | |
" .Curve.II :Curve [Iteration] (-ELBO)" | |
] | |
}, | |
"execution_count": 340, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"%%output size=200\n", | |
"hv.Curve(zip(dat[0],dat[1]), kdims=['Iteration'], vdims=['Temperature'])+\\\n", | |
"hv.Curve(zip(dat[0],dat[2]), kdims=['Iteration'], vdims=['-ELBO'])" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# 5. Unconditional Generation\n", | |
"\n", | |
"This consists of sampling from the prior $p_\\theta(y)$ and passing it through the generative model.\n", | |
"\n", | |
"In the case of this nested model, we want to vary the first dimension of the latent representation first, to see if it encodes more of the variation in the image than other layers. We can do this by substituting a deterministic mask for the first dimension of the latent representation." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 377, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"np_y = np.zeros((M*N,K))\n", | |
"np_y[range(M*N),np.random.choice(K,M*N)] = 1\n", | |
"np_y = np.reshape(np_y,[M,N,K])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 378, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"np_z = np.zeros((1,N))\n", | |
"np_z[:,0] = 1.0\n", | |
"np_z = np_z.repeat(M,axis=0)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 379, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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' style='max-width:100%; margin: auto; display: block; '/>" | |
], | |
"text/plain": [ | |
":Layout\n", | |
" .Image.I :Image [x,y] (z)\n", | |
" .Image.II :Image [x,y] (z)" | |
] | |
}, | |
"execution_count": 379, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"hv.Image(np_y[:,0,:])+hv.Image(np_z.squeeze())" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 380, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"x_p=p_x.mean()\n", | |
"np_x= sess.run(x_p,{y:np_y, z:np_z})" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 381, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"sort_idxs = np.argsort(np.argmax(np_y[:100,0,:],axis=1))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 382, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"np_x = np_x[sort_idxs,:]\n", | |
"np_x = np_x.reshape((10,10,28,28))\n", | |
"# split into 10 (1,10,28,28) images, concat along columns -> 1,10,28,280\n", | |
"np_x = np.concatenate(np.split(np_x,10,axis=0),axis=3)\n", | |
"# split into 10 (1,1,28,280) images, concat along rows -> 1,1,280,280\n", | |
"np_x = np.concatenate(np.split(np_x,10,axis=1),axis=2)\n", | |
"x_img = np.squeeze(np_x)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 383, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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' 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":Layout\n", | |
" .Image.I :Image [x,y] (z)\n", | |
" .Image.II :Image [x,y] (z)" | |
] | |
}, | |
"execution_count": 383, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"%%output size=200\n", | |
"hv.Image(np_y[np.argsort(np.argmax(np_y[:,0,:],axis=1)),0,:])+hv.Image(x_img)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 384, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def gen_with(indexes_included):\n", | |
" np_z = np.zeros((1,N))\n", | |
" for k in indexes_included:\n", | |
" np_z[:,k] = 1.0\n", | |
" # sort by the first index in the list\n", | |
" sort_idxs = np.argsort(np.argmax(np_y[:100,indexes_included[0],:],axis=1))\n", | |
" np_z = np_z.repeat(M,axis=0)\n", | |
" x_p=p_x.mean()\n", | |
" np_x = sess.run(x_p,{y:np_y, z:np_z})\n", | |
" np_x = np_x[sort_idxs,:]\n", | |
" np_x = np_x.reshape((10,10,28,28))\n", | |
" # split into 10 (1,10,28,28) images, concat along columns -> 1,10,28,280\n", | |
" np_x = np.concatenate(np.split(np_x,10,axis=0),axis=3)\n", | |
" # split into 10 (1,1,28,280) images, concat along rows -> 1,1,280,280\n", | |
" np_x = np.concatenate(np.split(np_x,10,axis=1),axis=2)\n", | |
" return np.squeeze(np_x)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 385, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"WARNING:root:LayoutPlot08763: None is empty, skipping subplot.\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
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