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tshead2/animation.ipynb

Created April 16, 2014 19:55
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animation.ipynb
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"cell_type": "markdown",
"metadata": {},
"source": [
"# Design Tradeoffs for Animation\n",
"\n",
"1. Multiple bitmap images that can each be shown / hidden in-turn (this is the JSAnimation + Matplotlib approach)\n",
" * Pro: Easy to implement, low browser CPU load during playback.\n",
" * Con: Inefficient memory consumption due to large numbers of base64-encoded images.\n",
"2. SMIL\n",
" * Pro: This is potentially the most compact representation, and requires no additional scripting code.\n",
" * Con: Provides the least control - in particular, it seems to preclude playing the animation backwards, scrubbing, etc. The only playback options would be to stop the animation or play it from the beginning.\n",
"4. One SVG containing multiple \"frames\" that can each be shown / hidden in-turn.\n",
" * Pro: Easy to implement.\n",
" * Con: Inefficient memory consumption due to large quantities of redundant SVG markup. High browser CPU load during playback.\n",
"3. One SVG plus JavaScript code to modify the DOM\n",
" * Pro: Compact representation that only encodes the difference between frames. Low CPU load during playback, so long as the delta is low.\n",
" * Con: Complicates the implementation."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# tplot Behavior\n",
"\n",
"After testing all four options, I opted to use the last to embed the plot with animation directly in the notebook. Note that this takes ~200KB, where the multiple-image version from JSAnimation + Matplotlib takes roughly ~40MB:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy\n",
"import tplot.color\n",
"\n",
"palette = tplot.color.brewer(\"Set3\")\n",
"\n",
"# Generate some fake data\n",
"numpy.random.seed(1234)\n",
"x = numpy.random.random(500)\n",
"y = numpy.random.random(len(x))\n",
"marker = numpy.random.choice([\"s\", \"o\", \"^\"], len(x))\n",
"color = numpy.array([palette.color(i) for i in range(len(x))])\n",
"sort_order = numpy.argsort(marker)\n",
"\n",
"# Create the plot\n",
"canvas = tplot.canvas()\n",
"axes = canvas.axes(xlabel=\"f0\", ylabel=\"f1\")\n",
"scatterplot = axes.scatterplot(x[sort_order], y[sort_order], size=40, marker=marker[sort_order], color=color[sort_order], opacity=0.2, style={\"stroke\":\"none\", \"stroke-width\":0.4})\n",
"label = canvas.text(300, 20, \"Frame 0\", style={\"text-anchor\":\"middle\", \"font-weight\":\"bold\"})\n",
"canvas.legend(\n",
" (\"Triangles\", \"^\", {\"fill\":\"none\", \"stroke\":\"black\"}),\n",
" (\"Circles\", \"o\", {\"fill\":\"none\", \"stroke\":\"black\"}),\n",
" (\"Rectangles\", \"s\", {\"fill\":\"none\", \"stroke\":\"black\"}),\n",
" position=(450, 100, 100, 70),\n",
" )\n",
"\n",
"def animation(state):\n",
" state.set_text(label, \"Frame %s\" % state.frame())\n",
" if state.frame() == 0:\n",
" for i in range(len(x)):\n",
" state.set_item_style(scatterplot, i, {\"opacity\" : 0.2, \"stroke\" : \"none\"})\n",
" else:\n",
" state.set_item_style(scatterplot, state.frame()-1, {\"opacity\" : 1.0, \"stroke\" : \"black\"})\n",
"canvas.animate(frames=len(x) + 1, callback=animation)\n",
"\n",
"canvas"
],
"language": "python",
"metadata": {},
"outputs": [
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" window.clearTimeout(timeout);\n",
" timeout = window.setTimeout(play_reverse, frame_durations[(current_frame - 1 + frame_durations.length) % frame_durations.length] * 1000);\n",
" }\n",
"\n",
" function on_stop()\n",
" {\n",
" if(timeout !== null)\n",
" window.clearTimeout(timeout);\n",
" timeout = null;\n",
" }\n",
"\n",
" function on_play_forward()\n",
" {\n",
" if(timeout !== null)\n",
" window.clearTimeout(timeout);\n",
" timeout = window.setTimeout(play_forward, frame_durations[current_frame] * 1000);\n",
" }\n",
"\n",
" function on_fast_forward()\n",
" {\n",
" for(var frame = 0; frame != frame_durations.length; ++frame)\n",
" render_changes(frame);\n",
" set_current_frame(frame_durations.length - 1);\n",
" }\n",
"\n",
" function set_current_frame(frame)\n",
" {\n",
" current_frame = frame;\n",
" document.getElementById(\"current-frame\").value = frame;\n",
" }\n",
"\n",
" function play_reverse()\n",
" {\n",
" set_current_frame((current_frame - 1 + frame_durations.length) % frame_durations.length);\n",
" for(var frame = 0; frame <= current_frame; ++frame)\n",
" render_changes(frame);\n",
" timeout = window.setTimeout(play_reverse, frame_durations[(current_frame - 1 + frame_durations.length) % frame_durations.length] * 1000);\n",
" }\n",
"\n",
" function play_forward()\n",
" {\n",
" set_current_frame((current_frame + 1) % frame_durations.length);\n",
" render_changes(current_frame);\n",
" timeout = window.setTimeout(play_forward, frame_durations[current_frame] * 1000);\n",
" }\n",
"\n",
" function render_changes(frame)\n",
" {\n",
" var changes = state_changes[frame];\n",
" for(var type in changes)\n",
" {\n",
" var type_changes = changes[type]\n",
" if(type == \"set-text\")\n",
" {\n",
" for(var i = 0; i != type_changes.length; ++i)\n",
" document.getElementById(type_changes[i][0]).textContent = type_changes[i][1];\n",
" }\n",
" else if(type == \"set-item-style\")\n",
" {\n",
" for(var i = 0; i != type_changes.length; ++i)\n",
" {\n",
" var item_style = type_changes[i];\n",
" var item = document.getElementById(item_style[0]).childNodes[item_style[1]];\n",
" for(var key in item_style[2])\n",
" item.style.setProperty(key, item_style[2][key]);\n",
" }\n",
" }\n",
" }\n",
" }\n",
"\n",
" </script></div></div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 1,
"text": [
"<tplot.canvas instance at 0x1026f0b00>"
]
}
],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# tplot Cairo Backend\n",
"\n",
"A cairo backend can be used to generate bitmap images:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import tplot.cairo\n",
"tplot.cairo.png(canvas, \"test.png\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The cairo backend can also generate multiple animation frames:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import IPython.display\n",
"for frame, png in enumerate(tplot.cairo.png_frames(canvas)):\n",
" IPython.display.clear_output(wait=True)\n",
" print \"Writing frame %s\" % frame\n",
" with open(\"test-%s.png\" % frame, \"w\") as file:\n",
" file.write(png.getvalue())"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Writing frame 500\n"
]
}
],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And it can be used to generate video (piping the frames to ffmpeg):"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def progress(frame):\n",
" IPython.display.clear_output(wait=True)\n",
" print \"Writing frame %s\" % frame\n",
"\n",
"tplot.cairo.mp4(canvas, \"test.mp4\", progress=progress)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Writing frame 500\n"
]
}
],
"prompt_number": 4
}
],
"metadata": {}
}
]
}
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