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@pelson
Last active December 20, 2015 13:29
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Uses biggus to expose "virtual" arrays much larger than one would expect to be able to load into memory. (Still work in progress)
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I often deal with huge gridded datasets which either stretch or indeed are beyond the limits of my computer's memory. In the past I've implemented a couple of workarounds to help me handle this data to extract meaningful analyses from them. One of the most intuitive ways of reducing gridded datasets is through indexing/slicing and in this regard netcdf4-python's excellent ability to slice subsets of a larger NetCDF file is invaluable. The problem with the netcdf4-python implementation is that this capability is only available if you have NetCDF files, and doing any analysis on the data involves loading all of the data into memory in the form of a numpy array.\n",
"\n",
"That is where [biggus](https://github.com/SciTools/biggus) steps in."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import biggus"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this article I will cover some of the basic ```biggus``` classes and demonstrate its use in visualising part of an array which is an order of magnitude larger than my machine's memory."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A very convenient and extremely large dataset is the map tile images made available via the folks over at mapquest.com.\n",
"As some very rudimentary background, the map tiles are split into distinct zoom levels with each zoom level z having ``2**z by 2**z`` images of ``256x256`` pixels each. So at zoom level 0, there is 1 image to represent the whole globe, with a resolution of ``256x256`` pixels. At zoom level 1 that turns into 2x2 images, with a combined resolution of ``512x512``. In the case of these images there is also an RGB channel, which means at zoom level 9 we have a combined resolution image of shape ``(131072, 131072, 3)``."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ok, lets start by implementing a class which represents a given ``x, y, z`` map tile. We will also add a ``__getitem__`` method which actually retrieves the data from the web server."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import io\n",
"import urllib\n",
"\n",
"import numpy as np\n",
"import PIL.Image\n",
"\n",
"\n",
"class TileLoader(object):\n",
" URL_TEMPLATE = 'http://otile1.mqcdn.com/tiles/1.0.0/sat/{z}/{x}/{y}.jpg'\n",
" \n",
" def __init__(self, x, y, z):\n",
" self.xyz = x, y, z\n",
" #: A cached version of the array that is downloaded.\n",
" self._cached_array = None\n",
" \n",
" # The required attributes of a \"concrete\" array, according\n",
" # to biggus, are 'ndim', 'dtype', and 'shape'.\n",
" self.ndim = 3\n",
" self.dtype = np.uint8\n",
" self.shape = (256, 256, 3)\n",
" \n",
" def __getitem__(self, slices): \n",
" # Implement the getitem/slicing interface which is the interface needed for biggus to create numpy arrays.\n",
" if self._cached_array is None:\n",
" print 'Downloading tile x={} y={} z={}'.format(*self.xyz)\n",
" url = self.URL_TEMPLATE.format(x=self.xyz[0], y=self.xyz[1], z=self.xyz[2])\n",
" tile_fh = urllib.urlopen(url)\n",
" image_file = io.BytesIO(tile_fh.read())\n",
" self._cached_array = np.array(PIL.Image.open(image_file))\n",
" return self._cached_array[slices]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A ``TileLoader`` instance can now be created by passing just the x, y, z coordinates of the tile which is of interest. Notice how the data isn't actually loaded until we ask for it with the index notation."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"defered_img = TileLoader(x=1, y=2, z=3)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print defered_img[...].shape\n",
"print defered_img[::5, 10:35, 0].shape"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Downloading tile x=1 y=2 z=3\n",
"(256, 256, 3)"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"(52, 25)\n"
]
}
],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So far this hasn't required any Biggus specific code, but using this new ``TileLoder`` class we can go ahead and create a ``biggus.ArrayAdapter`` instance."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import biggus\n",
"img = biggus.ArrayAdapter(TileLoader(x=15, y=10, z=5))\n",
"\n",
"print img\n",
"sub_img = img[::5, 10:35, 0]\n",
"print sub_img"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<biggus.Array type (ArrayAdapter) shape=(256, 256, 3) dtype=<type 'numpy.uint8'>>\n",
"<biggus.Array type (ArrayAdapter) shape=(52, 25) dtype=<type 'numpy.uint8'>>\n"
]
}
],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Notice how no \"Downloading tile...\" message has been printed, yet the correct shape is calculated for the indexed sub-image.\n",
"This is because ``biggus`` helps us to defer the actual data loading step until the data is required and the ```Array.ndarray()``` method is called."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sub_img_array = sub_img.ndarray()\n",
"print type(sub_img_array), sub_img_array.shape"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Downloading tile x=15 y=10 z=5\n",
"<type 'numpy.ndarray'>"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" (52, 25)\n"
]
}
],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So we can now arbitrarily index any sized array and the data is not realized until we actually request the data. This is generally the paradigm in Biggus and it allows one to build up complex operations on arrays without needing access to all of the data at once.\n",
"\n",
"Whilst in this example we've still had to load the full 256x256 image before indexing it (see the ``__getitem__`` implementation above), we *could* implement some clever image loader which picks off the appropriate data from disk. In truth an image of 256x256 is so small that we probably don't need to worry about implementing such a tricky low level data reader in this case, but if you are using ``netcdf4-python`` with massive variables then being able to read only the sections of data which are requested becomes invaluable."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that we can create ```biggus.Array``` instances (```biggus.ArrayAdapter``` is a subclass of ```biggus.Array```) we can use some of its more interesting features. One of the really interesting classes in biggus is ``LinearMosaic`` (which again is a ``biggus.Array`` subclass) - this class allows one to join together a list of homogeneous ``biggus.Array`` instances to form a bigger array. \n",
"\n",
"\n",
"Lets create a ```biggus.LinearMosaic``` to represent a column of map tiles at zoom level 5, just to the west of the Greenwich meridian (x=15 at z=5):"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"arrays = [biggus.ArrayAdapter(TileLoader(x=15, y=y, z=5)) for y in xrange(2 ** 5)]\n",
"col = biggus.LinearMosaic(arrays, axis=0)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print col.shape"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"(8192, 256, 3)\n"
]
}
],
"prompt_number": 9
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can go ahead and slice a subset of the big column of images and visualise the resulting ndarray. Notice how **only the necessary images from the 32 image mosaic are actually downloaded**."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import matplotlib.pyplot as plt\n",
"\n",
"smaller_column = col[2000:3500]\n",
"plt.figure(figsize=(3, 10))\n",
"plt.imshow(smaller_column.ndarray())"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Downloading tile x=15 y=7 z=5\n",
"Downloading tile x=15 y=8 z=5"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Downloading tile x=15 y=9 z=5"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Downloading tile x=15 y=10 z=5"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Downloading tile x=15 y=11 z=5"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Downloading tile x=15 y=12 z=5"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Downloading tile x=15 y=13 z=5"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 10,
"text": [
"<matplotlib.image.AxesImage at 0x10c650810>"
]
},
{
"metadata": {},
"output_type": "display_data",
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2kQhKC5wihwWuBRWhlJGUWvysqUUhoRKhGipKimuEHlpOUMV3vyZBUw9yQgwbjJFCQcKp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bnSSqGWlvjiL5GTIAZc+xi5O2HZ/iCD7FP0DVCPU5LH5z1C8TjZoLoF2QnrIaH0iN4Y1L4j1Yjz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eVg4FIaOPohss2jrSJMKLAu7XWwI/YhIlDNYQ+D5pkqDVyFHFWtLEJ4k0sVY8OjshDjwEA21n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\nRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x10cacf990>"
]
}
],
"prompt_number": 10
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The ```biggus.LinearMosaic``` will take any ``biggus.Array`` instances in its mosaic, including other ```biggus.LinearMosaic``` instances.\n",
"\n",
"Lets go ahead an make a horizontal mosaic of column mosaics to represent the whole z=9 dataset (that's ``2^18`` tiles at a resolution of 256x256 each)."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def tile_array(z):\n",
" columns = []\n",
" for x in xrange(2 ** z):\n",
" column = [biggus.ArrayAdapter(TileLoader(x=x, y=y, z=z)) for y in xrange(2 ** z)]\n",
" columns.append(biggus.LinearMosaic(column, axis=0))\n",
" return biggus.LinearMosaic(columns, axis=1)\n",
"\n",
"z9 = tile_array(z=9)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print z9.shape"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"(131072, 131072, 3)\n"
]
}
],
"prompt_number": 12
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Just in case you were wondering whether you could actually create a numpy array of this size in memory, the answer is only if you are on a machine with at least 48GB of contiguous memory:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def sizeof_fmt(num):\n",
" for x in ['bytes','KB','MB','GB']:\n",
" if num < 1024.0:\n",
" return \"%3.1f%s\" % (num, x)\n",
" num /= 1024.0\n",
" return \"%3.1f%s\" % (num, 'TB')\n",
"\n",
"def sizeof_array(a):\n",
" return sizeof_fmt(a.dtype().itemsize * np.prod(a.shape))\n",
"\n",
"print sizeof_array(z9)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"48.0GB\n"
]
}
],
"prompt_number": 13
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Again, we can easily visualise a subset of this large array by using the numpy indexing notation."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"smaller_img = z9[54600:55000, 59300:59850]\n",
"plt.imshow(smaller_img.ndarray())"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Downloading tile x=231 y=213 z=9\n",
"Downloading tile x=231 y=214 z=9"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Downloading tile x=232 y=213 z=9"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Downloading tile x=232 y=214 z=9"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Downloading tile x=233 y=213 z=9"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"Downloading tile x=233 y=214 z=9"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 14,
"text": [
"<matplotlib.image.AxesImage at 0x1107d1990>"
]
},
{
"metadata": {},
"output_type": "display_data",
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DMFhfX8c0TW7cuMH29jadTocwDJFSsry8XK6cKpUKm5ubDIfDogCL8Ol3eyRR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\nARvoVX0kmqEfAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10c65ae10>"
]
}
],
"prompt_number": 14
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note, this is not a tutorial on spatial extraction of data - there are better ways to extract specific regions of big images than using the pixel index, but that is beyond the scope of this notebook."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So far, we've had to index the ``biggus.Array`` in order to pass the data through to matplotlib for visualisation, but wouldn't it be better if we made matplotlib index the array as appropriate for the viewing pane? That way we could pan and zoom on this huge array whilst under the hood, just the parts of the data that need loading actually are.\n",
"\n",
"Fortunately, with a bit of jiggling of the underling matplotlib code this is relatively easy to achieve. The following code block will modify some of the matplotlib internals so that we can go ahead and add the ``z9`` image array as an image to matplotlib and ultimately pan and zoom on that data. Feel free to skip the details of the next code block:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import matplotlib.image as mimg\n",
"import matplotlib._image as _image\n",
"\n",
"\n",
"class AxesBiggusImage(mimg.AxesImage):\n",
" \"\"\"Subclasses AxesImage to support biggus.Array instances.\"\"\"\n",
" def set_data(self, A):\n",
" self._A = A\n",
"\n",
" if (self._A.dtype != np.uint8 and\n",
" not np.can_cast(self._A.dtype, np.float)):\n",
" raise TypeError(\"Image data can not convert to float\")\n",
" \n",
" if (self._A.ndim not in (2, 3) or\n",
" (self._A.ndim == 3 and self._A.shape[-1] not in (3, 4))):\n",
" raise TypeError(\"Invalid dimensions for image data\")\n",
" \n",
" self._imcache = None\n",
" self._rgbacache = None\n",
" self._oldxslice = None\n",
" self._oldyslice = None\n",
"\n",
"\n",
"def frombyte(image, *args, **kwargs):\n",
" \"\"\"Override frombyte to handle biggus.Array instances.\"\"\"\n",
" if isinstance(image, biggus.Array):\n",
" image = image.ndarray()\n",
" return _image.frombyte_orig(image, *args, **kwargs)\n",
"\n",
"_image.frombyte_orig = _image.frombyte\n",
"_image.frombyte = frombyte"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 15
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now for the magic. If you are running this notebook with an interactive matplotlib backend (which I encourage you to try) the following code will produce a standard matplotlib figure with an image of our zoom level 9 data (centered at Tenerife in the Canary Islands) which you can interactively pan and zoom in the same way as you can for any other matplotlib figure - the key difference is that the image that you are viewing is far larger than most machines could possibly hold in memory and therefore only the tiles which are currently being displayed are actually being downloaded from the server. [Note: This has been tested with v1.3.0 of matplotlib]"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import matplotlib.pyplot as plt\n",
"\n",
" \n",
"ax = plt.axes(aspect=1)\n",
"im = AxesBiggusImage(ax, origin='upper')\n",
"im.set_data(z9)\n",
"ax.images.append(im)\n",
" \n",
"plt.xlim(59300, 59850)\n",
"plt.ylim(55000, 54600)\n",
" \n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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6xUyBIAy57bbbMC2LpeUlJBBGEdVqDT/wqVZqEEmceoPpz30e0zTxfZ+5uTlC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BWmw26PMArJZgunPFKzZjWwu0aF11pLpxuzv+/aUxtUhue7fxHGVaRrhrkmtwe0bHHD4ZBlnrr8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"text": [
"<matplotlib.figure.Figure at 0x1107c07d0>"
]
}
],
"prompt_number": 16
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In summary, I've shown Biggus' easy to implement ```biggus.ArrayAdapter``` interface which gives us a familiar numpy-like interface to any data fit for a numpy array, with the added benefit that combined with off the shelf tools such as the python4-netcdf ```Variable``` objects, can quickly make deferred data analysis workflows a reality. The ```biggus.LinearMosaic``` allows you to easily build up concatenations of ```biggus.Arrays``` (including other ```biggus.LinearMosaic```) instances to form arrays far bigger than could be held in RAM, and allows one to index the data arrays to get hold of smaller, more manageable subsets of the super array. Finally I demonstrated the prospect that matplotlib could one day handle ```biggus.Array``` instances without ever needing to read in data that it doesn't ultimately visualise."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Whilst ```biggus``` is still very much in its infancy (there is no docs and just a handfull of tests at this point), there is even more to ```biggus``` that I haven't discussed here - one very exciting prospect is its ability to do whole dataset operations (such as mean, stddev etc.) without ever needing to allocate all of the memory that the larger array represents - with the added prospect that these operations will become multi-threaded and potentially quicker than the standard numpy operations. In my next post on http://pelson.github.io I will try to cover some of these operations on massive datasets and compare the performance with other tools currently available."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Do you deal with arrays of data that are bigger than your machine can deal with? How do you get around the obstacle of running out of memory? Let me know what you think in the comments section."
]
}
],
"metadata": {}
}
]
}
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