1015 lines
493 KiB
Plaintext
1015 lines
493 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "7b8133c1-430f-495f-a7bf-8b58c5a1c797",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Towards Scientific Programming\n",
|
|
"\n",
|
|
"Today we'll look at what it takes to handle truly **huge** amounts of data, as one often would when dealing with scientific data.\n",
|
|
"\n",
|
|
"As we've seen, with most algorithms & data structures the limiting factor will be the amount of data.\n",
|
|
"\n",
|
|
"Everything is \"easy\" when the data is small.\n",
|
|
"\n",
|
|
"### Example O(1) Operations\n",
|
|
"\n",
|
|
"- add/remove on linked list\n",
|
|
"- modify array at the end\n",
|
|
"- array access\n",
|
|
"\n",
|
|
"### Example O(n) Operations\n",
|
|
"\n",
|
|
"- A linear search for a record in sequence.\n",
|
|
"- Always *some* operations on a linked list/array type, depending on which is chosen.\n",
|
|
" - insert at start/middle of array\n",
|
|
" - access random element in linked list\n",
|
|
"- Memory-move type operations (list/hashtable outgrows allocated memory)\n",
|
|
"- String concatenation with `__add__`\n",
|
|
"\n",
|
|
"### Example O(log2 n) Operations\n",
|
|
"\n",
|
|
"- Binary search/sort.\n",
|
|
"- Grow slower, but overhead & memory complexity can still limit large data sets.\n",
|
|
"\n",
|
|
"### Example O(n^2) / O(n*m) Operations\n",
|
|
"\n",
|
|
"- Comparing every item to every other item. (Simple checking for duplicates.)\n",
|
|
"- Generally: Nested O(n) operations. (for each of N files, for each of M words in file...)\n",
|
|
"\n",
|
|
"**And remember, to get better performance we are often spending extra memory**. \n",
|
|
"\n",
|
|
"So what happens when data gets too big?\n",
|
|
"\n",
|
|
"## Strategies for \"big\" data.\n",
|
|
"\n",
|
|
"I am avoiding the term of art \"Big Data\" which often has specific connotations. Our \"big data\" would encompass \"Big Data\" but also any data where performance starts to become an issue.\n",
|
|
"\n",
|
|
"### \"Premature Optimization is the Root of All Evil\"\n",
|
|
"\n",
|
|
"(-Donald Knuth)\n",
|
|
"\n",
|
|
"A halllmark of an \"intermediate\" programmer is that they have all of the tools of the experienced programmer, but they lack the wisdom to know when to use which one. \n",
|
|
"\n",
|
|
"A common mistake stems from attempts to optimize code that was never going to be the bottleneck.\n",
|
|
"\n",
|
|
"Generally, when there is a straighforward way to do something, do it first!\n",
|
|
"\n",
|
|
"Write your code in an organized way and you'll be able to fairly easily adapt if it turns out that you need to optimize it with one of the techniques introduced below.\n",
|
|
"\n",
|
|
"For example, if you need to do something 1,000,000 times.\n",
|
|
"\n",
|
|
"Start with a function that performs that task. And call it on a subset of that data:\n",
|
|
"\n",
|
|
"```\n",
|
|
"for item in full_data_set[:10000]:\n",
|
|
" do_something(item)\n",
|
|
"```\n",
|
|
"\n",
|
|
"If this takes 1 minute to run, then your full data set will take 100 minutes. \n",
|
|
"\n",
|
|
"- Will it save you more than that to rewrite?\n",
|
|
"- What if it needs to run every week?\n",
|
|
"- What if it takes 1 hour?\n",
|
|
"\n",
|
|
"Let's say it is still too slow: what then?\n",
|
|
"\n",
|
|
"### Strategy 1: Better Algorithms & Data Structures\n",
|
|
"\n",
|
|
"Before employing the strategies below, it is generally advisable to think about what portions of your code are slow.\n",
|
|
"\n",
|
|
"Sometimes, for a simple enough program, or an experienced enough dev, you can reason this out, but if in doubt you should **profile** your code to determine the slowest portions and work to optimize them. The results can be surprising, perhaps you are calling a method that does a `deepcopy` that you didn't realize was there, or using an array where a linked list would be more appropriate.\n",
|
|
"\n",
|
|
"- `timeit`\n",
|
|
"- `cProfile`\n",
|
|
"\n",
|
|
"<https://docs.python.org/3/library/profile.html>"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "42c9b0e0-9afe-45cc-872f-00056807852f",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Python's General Performance\n",
|
|
"\n",
|
|
"Python's flexibility comes with costs. Python has a reputation for slowness in some contexts. Other implementations of the Python interpreter attempt to overcome some of the default implementation's shortcomings (e.g., Cython, PyPy, Numba).\n",
|
|
"\n",
|
|
"> The relative sluggishness of Python generally manifests itself in situations where many small operations are being repeated—for instance, looping over arrays to operate on each element.\n",
|
|
"> It turns out that the bottleneck [...] is not the operations themselves, but the type-checking and function dispatches that CPython must to at each cycle of the loop.\" [This is where compiled code has an advantage.]\n",
|
|
"\n",
|
|
"**-Jake VanderPlas, Python Data Science Handbook**\n",
|
|
"\n",
|
|
"Solution: *vectorized* functions via \"ufuncs\" that circumvent problems of this nature.\n",
|
|
"\n",
|
|
"These functions execute in the C-layer instead of the Python layer. They bypass type checking, dunder lookups, and other overhead, allowing the full speed of the CPU (and GPU) to be utilized.\n",
|
|
"\n",
|
|
"Data will still be the limiting factor, but if we can get a 10-100x speedup, that's another order of magnitude or two worth of data we can process per machine. (So when combined with parallelization, can drastically save on costs.)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "8bf94429-34c4-4f45-b912-e13aa895ed79",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Strategy 2: Parallelization\n",
|
|
"\n",
|
|
"Depending on the needs of the program, your next bet may be to paralellize the operations.\n",
|
|
"\n",
|
|
"This means splitting the data up into smaller pieces, and have multiple processing pipelines handle subsets of the data.\n",
|
|
"\n",
|
|
"This can mean multiple computers on a network, or on modern machines, multiple threads or processes on the same machine.\n",
|
|
"\n",
|
|
"A full exploration of this is beyond the scope of what we can cover in this class, but here are some techniques:\n",
|
|
"\n",
|
|
"- [`threading`](https://docs.python.org/3/library/threading.html)\n",
|
|
"- [`subprocess`](https://docs.python.org/3/library/subprocess.html)\n",
|
|
"- [`concurrent.futures`](https://docs.python.org/3/library/concurrent.futures.html)\n",
|
|
"- `async/await` - <https://docs.python.org/3/library/asyncio-task.html>\n",
|
|
"\n",
|
|
"### Aside: the GIL\n",
|
|
"\n",
|
|
"Python has a feature known as the \"global interpreter lock\" which prevents two Python threads from modifying the same data structure at the same time.\n",
|
|
"\n",
|
|
"This means that two threads can't accidentally remove the same item from a list, or set the same key in a dictionary to two different values. It comes at the expense of performance, since you lose the ability to use these data structures concurrently whatsover.\n",
|
|
"\n",
|
|
"Some languages give much more finely grained control, which comes with more responsibility & room for error.\n",
|
|
"\n",
|
|
"For this reason, most Python programs prefer subprocesses to subthreads. (If you take parallel programming or an operating systems course you will likely explore the differences.)\n",
|
|
"\n",
|
|
"Python 3.13 supports an experimental GIL-free mode, something that's been considered unlikely for 20+ years. This could be the biggest change to the language in decades."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "8214e0f8-0467-477f-909d-cf447107c6d3",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Strategy 3: Vectorization\n",
|
|
"\n",
|
|
"Another approach that can help in tandem with parallelization, and which can be easier to reach for without refactoring your code, is to take advantage of modern hardware's support for vectorization.\n",
|
|
"\n",
|
|
"Vectorization takes advantage of the fact that it is often cheap to do the same operation to adjacent memory locations.\n",
|
|
"\n",
|
|
"With a large array, instead of adding +1 to each item, the array could instead be merged with [+1, +1, +1, +1, +1, +1, +1, +1...] incrementing many items simultaneously."
|
|
]
|
|
},
|
|
{
|
|
"attachments": {
|
|
"b5041abc-5968-4f8e-bfbf-a51ec77029d1.png": {
|
|
"image/png": "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"
|
|
}
|
|
},
|
|
"cell_type": "markdown",
|
|
"id": "392cb87a-9b22-42ef-87b9-9541b8211dbf",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Arrays\n",
|
|
"\n",
|
|
"Python's dynamic typing makes it extremely flexible, but this flexibility comes at a cost.\n",
|
|
"\n",
|
|
"Python's built in types are often cleverly disguised C structures containing the data associated with the object as well as header information.\n",
|
|
"\n",
|
|
"Every Python `object` has a header:\n",
|
|
"\n",
|
|
"- `ob_refcnt`: reference count used for garbage collection\n",
|
|
"- `ob_type`: type of the object (how to interpret underlying bytes)\n",
|
|
"- `obj_size`: size of data in bytes\n",
|
|
"\n",
|
|
"Lists (for example) are extremely flexible and can hold any `object`, we've said these things are in adjacent memory, but how does that work if the items are a different size?\n",
|
|
"\n",
|
|
"![list.png](attachment:b5041abc-5968-4f8e-bfbf-a51ec77029d1.png)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "66626152-828d-4c09-90a5-d743ffee63d6",
|
|
"metadata": {},
|
|
"source": [
|
|
"Lookups are still O(1), but there is an extra level of indirection, as we've discussed."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "742de111-ffbb-4e38-8f3d-44e1c821ffb2",
|
|
"metadata": {},
|
|
"source": [
|
|
"### `array` module\n",
|
|
"\n",
|
|
"Allows us to create dense, **homogenous** arrays without indirection. \n",
|
|
"\n",
|
|
"Unlike `list` (and virtually everything else) we actually need to declare a type when doing so.\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"id": "cb64b2a7-dce3-4b5c-a84b-0e66f43addc9",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"array('i', [0, 1, 2, 3, 4, 5, 6, 7, 8, 9])\n",
|
|
"array('f', [0.0, 1.0, 2.0, 3.0, 4.0, 5.0, 6.0, 7.0, 8.0, 9.0])\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import array\n",
|
|
"\n",
|
|
"# array of 10 integers\n",
|
|
"int_ar = array.array(\"i\", range(10))\n",
|
|
"float_ar = array.array(\"f\", range(10))\n",
|
|
"print(int_ar)\n",
|
|
"print(float_ar)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "c01677a9-b77c-4af9-811d-da4f262fdc4a",
|
|
"metadata": {},
|
|
"source": [
|
|
"## NumPy Arrays\n",
|
|
"\n",
|
|
"Python's `array` object provides efficient storage on array-based data, **NumPy** adds efficient operations on that data as well as a nicer interface.\n",
|
|
"\n",
|
|
"NumPy will upcast data if there is data of different types in a single array. For example:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"id": "fb348a4c-48f5-4c49-9f25-c28385ceef16",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[1 2 3 4 5]\n",
|
|
"[1. 2. 3. 4. 5.]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import numpy as np\n",
|
|
"print(np.array([1, 2, 3, 4, 5])) \n",
|
|
"print(np.array([1, 2, 3, 4.0, 5])) # one float will make the entire array floats"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"id": "b8670310-312a-478a-ab1a-6cdd24efaeee",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[1. 2. 3. 4. 5.]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# you can also specify the type via `dtype`\n",
|
|
"print(np.array([1, 2, 3, 4, 5], dtype=\"float32\")) \n",
|
|
"# all types: https://numpy.org/doc/stable/user/basics.types.html"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "914be27e-cf15-445b-943c-4567f1c4a85b",
|
|
"metadata": {},
|
|
"source": [
|
|
"NumPy arrays are multidimensional. The arrays we've seen are just a special case with one axis.\n",
|
|
"\n",
|
|
"- **axes**: In NumPy dimensions are usually called axes.\n",
|
|
"- **rank**: Number of axes in a given array.\n",
|
|
"- **length**: number of elements in a given axis.\n",
|
|
"- **shape**: size of array in each axis, given as a tuple.\n",
|
|
"- **size**: total number of elements in entire array (all axes).\n",
|
|
"- **itemsize**: Size in bytes of each element in array.\n",
|
|
"- **data**: Underlying buffer used to store data, generally not accessed directly."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"id": "606b9779-7ba5-4c22-8015-5f1f8c457411",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"2.0\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"a = np.array([[1, 2, 3], [4, 5, 6]], dtype=\"float32\")\n",
|
|
"print(a[0, 1]) # Note: multidimensional access, different from m[0][1]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"id": "915954c5-843b-4da3-9e60-9d648fa0c068",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([1., 4.], dtype=float32)"
|
|
]
|
|
},
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"a[:, 0] # entire row"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"id": "75be9779-b3bc-43e3-9769-5a648f0df1c9",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([1., 4.], dtype=float32)"
|
|
]
|
|
},
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"a[:, 0] # entire column"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "ad351e9f-efec-42e8-a420-34ef58488089",
|
|
"metadata": {
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"rank = 2\n",
|
|
"shape = (2, 3)\n",
|
|
"size = 6\n",
|
|
"itemsize = 4\n",
|
|
"data = <memory at 0x108169080>\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print('rank =', len(a.shape))\n",
|
|
"print('shape =', a.shape)\n",
|
|
"print('size =', a.size)\n",
|
|
"print('itemsize =', a.itemsize)\n",
|
|
"print('data =', a.data)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "74e6b85b-75bc-41e3-b28d-32a41b74f3a3",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Creating numpy arrays\n",
|
|
"- `numpy.zeros / numpy.ones` -- create array with given shape filled with 0 or 1\n",
|
|
"- `numpy.full` -- create array with given value\n",
|
|
"- `numpy.arange` -- similar to range, step by a given value\n",
|
|
"- `numpy.linspace` -- array of values between two endpoints, evenly spaced\n",
|
|
"- `numpy.random.random` -- random values between 0 and 1\n",
|
|
"- `numpy.random.normal` -- normally distributed random values centered on 0 w/ std.dev 1\n",
|
|
"- `numpy.eye` -- identity matrix of a given size"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "6d2f82f9-ea0e-4b37-b081-156c47cd839a",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([[0., 0., 0., 0., 0.],\n",
|
|
" [0., 0., 0., 0., 0.],\n",
|
|
" [0., 0., 0., 0., 0.],\n",
|
|
" [0., 0., 0., 0., 0.]])"
|
|
]
|
|
},
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.zeros((4, 5))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"id": "f8493cc3-c05c-445b-9b50-1bb04e17f207",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([[[1., 1., 1.],\n",
|
|
" [1., 1., 1.],\n",
|
|
" [1., 1., 1.]],\n",
|
|
"\n",
|
|
" [[1., 1., 1.],\n",
|
|
" [1., 1., 1.],\n",
|
|
" [1., 1., 1.]],\n",
|
|
"\n",
|
|
" [[1., 1., 1.],\n",
|
|
" [1., 1., 1.],\n",
|
|
" [1., 1., 1.]]])"
|
|
]
|
|
},
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.ones((3, 3, 3))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "e1ae268f-a7b3-49b9-b7c1-c4ac6a8498d3",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([[3.14159265, 3.14159265, 3.14159265, 3.14159265],\n",
|
|
" [3.14159265, 3.14159265, 3.14159265, 3.14159265],\n",
|
|
" [3.14159265, 3.14159265, 3.14159265, 3.14159265],\n",
|
|
" [3.14159265, 3.14159265, 3.14159265, 3.14159265],\n",
|
|
" [3.14159265, 3.14159265, 3.14159265, 3.14159265],\n",
|
|
" [3.14159265, 3.14159265, 3.14159265, 3.14159265],\n",
|
|
" [3.14159265, 3.14159265, 3.14159265, 3.14159265]])"
|
|
]
|
|
},
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.full((7, 4), np.pi)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "4fbfe17b-0f2f-4105-aaac-6f2d6df7d5e7",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([[0.37578793, 0.90677584, 0.70716772],\n",
|
|
" [0.4000077 , 0.88159431, 0.97547473],\n",
|
|
" [0.87264922, 0.22962945, 0.89475618]])"
|
|
]
|
|
},
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.random.random((3, 3))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "3cefbe84-b615-4d0b-9bec-d8cbe785e96f",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([[1., 0., 0., 0., 0., 0.],\n",
|
|
" [0., 1., 0., 0., 0., 0.],\n",
|
|
" [0., 0., 1., 0., 0., 0.],\n",
|
|
" [0., 0., 0., 1., 0., 0.],\n",
|
|
" [0., 0., 0., 0., 1., 0.],\n",
|
|
" [0., 0., 0., 0., 0., 1.]])"
|
|
]
|
|
},
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.eye(6)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"id": "d038d867-2c4b-48a1-98b9-52e7c9e8772e",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([0. , 1.5, 3. , 4.5, 6. ])"
|
|
]
|
|
},
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"np.linspace(0, 6, 5) # divides space [0,6] into 5 equally-sized increments"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "e28b82d7-49e5-4ed2-9a5a-38cb50708559",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Reshaping NumPy Arrays\n",
|
|
"\n",
|
|
"Allows us to reinterpret the existing memory as a different shape. Must be the same total size.\n",
|
|
"\n",
|
|
"`reshape` - reshape to new dimensions\n",
|
|
"\n",
|
|
"`ravel` - flatten to rank 1\n",
|
|
"\n",
|
|
"`T` - transpose (note: property, not method)\n",
|
|
"\n",
|
|
"`resize` - reshape in place"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"id": "c5a68743-ad95-4cf3-b4ca-0cc56f239925",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[[0 1 2 3]\n",
|
|
" [4 5 6 7]]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"ta = np.array([range(4), range(4, 8)])\n",
|
|
"print(ta)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"id": "f6f5e273-9c0b-4dac-943e-f91cd398fa26",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([[0, 1],\n",
|
|
" [2, 3],\n",
|
|
" [4, 5],\n",
|
|
" [6, 7]])"
|
|
]
|
|
},
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"ta.reshape(4, 2)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"id": "c2a366f7-7204-4768-b439-8c694c82055f",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([0, 1, 2, 3, 4, 5, 6, 7])"
|
|
]
|
|
},
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"ta.ravel()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"id": "31425a7d-f14b-409d-b4f9-2581e2a6ad93",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array([[0, 4],\n",
|
|
" [1, 5],\n",
|
|
" [2, 6],\n",
|
|
" [3, 7]])"
|
|
]
|
|
},
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"ta.T # note this is a property"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"id": "fc80d1ad-cc4e-4bee-b6bf-d782e3107ad3",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"ta.resize(4, 2) # modifies ta in-place (no return value, but ta is modified)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "7adeb79b-1b73-4532-b034-12ea0280901f",
|
|
"metadata": {},
|
|
"source": [
|
|
"### pandas\n",
|
|
"\n",
|
|
"For about a decade, one of the most popular libraries in Python was `pandas`. `pandas` build on top of NumPy arrays, introducing 2D data types called `DataFrame`. \n",
|
|
"\n",
|
|
"You can think of a DataFrame as a cross between a list of dictionaries and an spreadsheet.\n",
|
|
"\n",
|
|
"DataFrame objects consist of columns of similar data. They can take advantage of memory locality to be vectorized. "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "d277db45-b290-425a-88a0-e2d260daada4",
|
|
"metadata": {},
|
|
"source": [
|
|
"### polars\n",
|
|
"\n",
|
|
"- <https://github.com/pola-rs/polars/blob/main/README.md>\n",
|
|
"- <https://blog.jetbrains.com/pycharm/2024/07/polars-vs-pandas/>\n",
|
|
"\n",
|
|
"A few years ago, `polars` was released, and is becoming the preferred DataFrame library. It provides a mostly-compatible `DataFrame` type with a few key advantages:\n",
|
|
"\n",
|
|
"- Implemented in Rust, which is a memory-safe language with low overhead, comparable to C.\n",
|
|
"- Uses the 'Arrow' memory structure for columnar data. This is an evolution of Pandas' work on column-based data formats, allowing high-speed performance & cross-language sharing of memory.\n",
|
|
"- `pandas` took ~10 years to reach a stable interface and accumulated a lot of \"baggage\" -- methods that can't easily be fixed/changed for backwards compatibility reasons, `polars` started with a fresh take on the API & is generally easier to learn as a result."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"id": "eb390bd2-00e6-452a-9ff6-a9bc8d39d8b8",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"\"\"\"\n",
|
|
"Each of the below functions will search the file for all bills sponsored by TARGET_NAME.\n",
|
|
"\"\"\"\n",
|
|
"\n",
|
|
"import csv\n",
|
|
"\n",
|
|
"\n",
|
|
"def find_bills_pure_python(bills_file, legislators_file, sponsorships_file, target_name):\n",
|
|
" # Step 1: Load data into memory\n",
|
|
" with open(legislators_file, \"r\") as f:\n",
|
|
" legislators = list(csv.DictReader(f))\n",
|
|
" with open(sponsorships_file, \"r\") as f:\n",
|
|
" sponsorships = list(csv.DictReader(f))\n",
|
|
" with open(bills_file, \"r\") as f:\n",
|
|
" bills = list(csv.DictReader(f))\n",
|
|
"\n",
|
|
" # Filter for the target name and get `person_id`\n",
|
|
" person_ids = {leg[\"person_id\"] for leg in legislators if leg[\"name\"] == target_name}\n",
|
|
"\n",
|
|
" # Find all `identifier`s for the person_id\n",
|
|
" sponsored_bills = {spons[\"identifier\"] for spons in sponsorships if spons[\"person_id\"] in person_ids}\n",
|
|
"\n",
|
|
" # Get the titles of the sponsored bills\n",
|
|
" result = [bill[\"title\"] for bill in bills if bill[\"identifier\"] in sponsored_bills]\n",
|
|
"\n",
|
|
" return result"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"id": "6037f4be-9df6-43a5-bc0e-28540fa9cea1",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# same implementation in Polars\n",
|
|
"import polars as pl\n",
|
|
"\n",
|
|
"def find_bills_polars(bills_file, legislators_file, sponsorships_file, target_name):\n",
|
|
" # Polars has a way to load CSV files directly into DataFrames\n",
|
|
" legislators = pl.read_csv(legislators_file)\n",
|
|
" sponsorships = pl.read_csv(sponsorships_file)\n",
|
|
" bills = pl.read_csv(bills_file)\n",
|
|
"\n",
|
|
" # Filter for the target name and get `person_id`\n",
|
|
" person_ids = legislators.filter(pl.col(\"name\") == target_name).select(\"person_id\")\n",
|
|
"\n",
|
|
" # Find all `identifier`s for the person_id\n",
|
|
" sponsored_bills = sponsorships.join(person_ids, on=\"person_id\", how=\"inner\").select(\"identifier\")\n",
|
|
"\n",
|
|
" # Get the titles of the sponsored bills\n",
|
|
" result = bills.join(sponsored_bills, on=\"identifier\", how=\"inner\").select(\"title\")\n",
|
|
"\n",
|
|
" return result"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"id": "19fea8cf-93ee-422b-b8c1-93f868c1a1f8",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"# and if you're curious, here's pandas\n",
|
|
"def find_bills_pandas(bills_file, legislators_file, sponsorships_file, target_name):\n",
|
|
" legislators = pd.read_csv(legislators_file)\n",
|
|
" sponsorships = pd.read_csv(sponsorships_file)\n",
|
|
" bills = pd.read_csv(bills_file)\n",
|
|
"\n",
|
|
" # Filter for the target name and get `person_id`\n",
|
|
" person_ids = legislators.loc[legislators[\"name\"] == target_name, \"person_id\"]\n",
|
|
"\n",
|
|
" # Find all `identifier`s for the person_id\n",
|
|
" sponsored_bills = sponsorships.loc[sponsorships[\"person_id\"].isin(person_ids), \"identifier\"]\n",
|
|
"\n",
|
|
" # Get the titles of the sponsored bills\n",
|
|
" result = bills.loc[bills[\"identifier\"].isin(sponsored_bills), \"title\"]\n",
|
|
"\n",
|
|
" return result"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"id": "6aa5a845-a38f-41c0-8be4-a2a10c184511",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"shape: (3, 2)\n",
|
|
"┌────────────────┬─────────────────────┐\n",
|
|
"│ Implementation ┆ Execution Time (ms) │\n",
|
|
"│ --- ┆ --- │\n",
|
|
"│ str ┆ f64 │\n",
|
|
"╞════════════════╪═════════════════════╡\n",
|
|
"│ Pure Python ┆ 238.297975 │\n",
|
|
"│ Pandas ┆ 86.9603 │\n",
|
|
"│ Polars ┆ 10.461535 │\n",
|
|
"└────────────────┴─────────────────────┘\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import timeit\n",
|
|
"import polars as pl\n",
|
|
"import altair as alt\n",
|
|
"\n",
|
|
"BILLS_FILE = \"bills.csv\"\n",
|
|
"LEGISLATORS_FILE = \"legislators.csv\"\n",
|
|
"SPONSORSHIPS_FILE = \"sponsorships.csv\"\n",
|
|
"TARGET_NAME = \"Mike Quigley\"\n",
|
|
"\n",
|
|
"def avg_time(func, *args, iterations=10):\n",
|
|
" return timeit.timeit(lambda: func(*args), number=iterations) / iterations\n",
|
|
"\n",
|
|
"# time each function\n",
|
|
"ITERATIONS = 20\n",
|
|
"python_time = avg_time(find_bills_pure_python, BILLS_FILE, LEGISLATORS_FILE, SPONSORSHIPS_FILE, TARGET_NAME, iterations=ITERATIONS)\n",
|
|
"pandas_time = avg_time(find_bills_pandas, BILLS_FILE, LEGISLATORS_FILE, SPONSORSHIPS_FILE, TARGET_NAME, iterations=ITERATIONS)\n",
|
|
"polars_time = avg_time(find_bills_polars, BILLS_FILE, LEGISLATORS_FILE, SPONSORSHIPS_FILE, TARGET_NAME, iterations=ITERATIONS)\n",
|
|
"\n",
|
|
"# Store results in a Polars DataFrame\n",
|
|
"results = pl.DataFrame({\n",
|
|
" \"Implementation\": [\"Pure Python\", \"Pandas\", \"Polars\"],\n",
|
|
" \"Execution Time (ms)\": [python_time * 1000, pandas_time * 1000, polars_time * 1000]\n",
|
|
"})\n",
|
|
"\n",
|
|
"print(results)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "17c75df4-4d7b-45b5-be21-56fd80f81ff6",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"\n",
|
|
"<style>\n",
|
|
" #altair-viz-7b3877bef0154bc3afbd3485f825bc8f.vega-embed {\n",
|
|
" width: 100%;\n",
|
|
" display: flex;\n",
|
|
" }\n",
|
|
"\n",
|
|
" #altair-viz-7b3877bef0154bc3afbd3485f825bc8f.vega-embed details,\n",
|
|
" #altair-viz-7b3877bef0154bc3afbd3485f825bc8f.vega-embed details summary {\n",
|
|
" position: relative;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<div id=\"altair-viz-7b3877bef0154bc3afbd3485f825bc8f\"></div>\n",
|
|
"<script type=\"text/javascript\">\n",
|
|
" var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
|
|
" (function(spec, embedOpt){\n",
|
|
" let outputDiv = document.currentScript.previousElementSibling;\n",
|
|
" if (outputDiv.id !== \"altair-viz-7b3877bef0154bc3afbd3485f825bc8f\") {\n",
|
|
" outputDiv = document.getElementById(\"altair-viz-7b3877bef0154bc3afbd3485f825bc8f\");\n",
|
|
" }\n",
|
|
"\n",
|
|
" const paths = {\n",
|
|
" \"vega\": \"https://cdn.jsdelivr.net/npm/vega@5?noext\",\n",
|
|
" \"vega-lib\": \"https://cdn.jsdelivr.net/npm/vega-lib?noext\",\n",
|
|
" \"vega-lite\": \"https://cdn.jsdelivr.net/npm/vega-lite@5.20.1?noext\",\n",
|
|
" \"vega-embed\": \"https://cdn.jsdelivr.net/npm/vega-embed@6?noext\",\n",
|
|
" };\n",
|
|
"\n",
|
|
" function maybeLoadScript(lib, version) {\n",
|
|
" var key = `${lib.replace(\"-\", \"\")}_version`;\n",
|
|
" return (VEGA_DEBUG[key] == version) ?\n",
|
|
" Promise.resolve(paths[lib]) :\n",
|
|
" new Promise(function(resolve, reject) {\n",
|
|
" var s = document.createElement('script');\n",
|
|
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
|
|
" s.async = true;\n",
|
|
" s.onload = () => {\n",
|
|
" VEGA_DEBUG[key] = version;\n",
|
|
" return resolve(paths[lib]);\n",
|
|
" };\n",
|
|
" s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
|
|
" s.src = paths[lib];\n",
|
|
" });\n",
|
|
" }\n",
|
|
"\n",
|
|
" function showError(err) {\n",
|
|
" outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
|
|
" throw err;\n",
|
|
" }\n",
|
|
"\n",
|
|
" function displayChart(vegaEmbed) {\n",
|
|
" vegaEmbed(outputDiv, spec, embedOpt)\n",
|
|
" .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
|
|
" }\n",
|
|
"\n",
|
|
" if(typeof define === \"function\" && define.amd) {\n",
|
|
" requirejs.config({paths});\n",
|
|
" let deps = [\"vega-embed\"];\n",
|
|
" require(deps, displayChart, err => showError(`Error loading script: ${err.message}`));\n",
|
|
" } else {\n",
|
|
" maybeLoadScript(\"vega\", \"5\")\n",
|
|
" .then(() => maybeLoadScript(\"vega-lite\", \"5.20.1\"))\n",
|
|
" .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
|
|
" .catch(showError)\n",
|
|
" .then(() => displayChart(vegaEmbed));\n",
|
|
" }\n",
|
|
" })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-c85f1199b30bf7141927b86fd4883333\"}, \"mark\": {\"type\": \"bar\"}, \"encoding\": {\"color\": {\"field\": \"Implementation\", \"legend\": null, \"type\": \"nominal\"}, \"x\": {\"field\": \"Execution Time (ms)\", \"title\": \"Execution Time (ms)\", \"type\": \"quantitative\"}, \"y\": {\"field\": \"Implementation\", \"sort\": null, \"type\": \"nominal\"}}, \"height\": 300, \"title\": {\"text\": \"Function Timing\", \"subtitle\": \"Averaged over 20 Runs - Lower is Better\"}, \"width\": 500, \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.20.1.json\", \"datasets\": {\"data-c85f1199b30bf7141927b86fd4883333\": [{\"Implementation\": \"Pure Python\", \"Execution Time (ms)\": 238.29797500002314}, {\"Implementation\": \"Pandas\", \"Execution Time (ms)\": 86.96029999991879}, {\"Implementation\": \"Polars\", \"Execution Time (ms)\": 10.46153540009982}]}}, {\"mode\": \"vega-lite\"});\n",
|
|
"</script>"
|
|
],
|
|
"text/plain": [
|
|
"alt.Chart(...)"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"chart = alt.Chart(results).mark_bar().encode(\n",
|
|
" y=alt.Y(\"Implementation\", sort=None),\n",
|
|
" x=alt.X(\"Execution Time (ms)\", title=\"Execution Time (ms)\"),\n",
|
|
" color=alt.Color(\"Implementation\", legend=None)\n",
|
|
").properties(\n",
|
|
" title=alt.Title(\"Function Timing\", subtitle=f\"Averaged over {ITERATIONS} Runs - Lower is Better\"),\n",
|
|
" width=500,\n",
|
|
" height=300\n",
|
|
")\n",
|
|
"chart.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "01d7ec6a-2645-48f8-8a4e-68bf778c3cef",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Improving Performance\n",
|
|
"\n",
|
|
"1) Understand what is slow. Use `timeit` or `cProfile` to profile your code.\n",
|
|
"\n",
|
|
"- https://docs.python.org/3/library/timeit.html\n",
|
|
"- https://docs.python.org/3/library/profile.html\n",
|
|
"\n",
|
|
"_\"Premature optimization is the root of all evil.\"_\n",
|
|
"\n",
|
|
"2) Can the **critical path** be done in a different way? (Minimize operations, use appropriate data structures, etc.)\n",
|
|
"\n",
|
|
"3) Can it be vectorized? (Use NumPy, ufuncs, etc.)\n",
|
|
"\n",
|
|
"- https://numpy.org/doc/stable/reference/ufuncs.html\n",
|
|
"\n",
|
|
"4) Can it be parallelized? (Use `multiprocessing`, `asyncio`, etc.)\n",
|
|
"\n",
|
|
"- https://docs.python.org/3/library/multiprocessing.html\n",
|
|
"- https://docs.python.org/3/library/asyncio.html\n",
|
|
"\n",
|
|
"5) Consider using a bridge to a faster language (Cython, PyO3, CFFI, etc.)\n",
|
|
"\n",
|
|
"- Cython - https://cython.org/\n",
|
|
"- PyO3 - https://pyo3.rs/\n",
|
|
"- CFFI - https://cffi.readthedocs.io/en/latest/\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "11a581ed-b77f-475f-b2af-220552f018ce",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.10.15"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|