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Last active July 1, 2022 11:13
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Popularity of Haskell Extensions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Recently on lobste.rs, there was some discussion of \"small\" language features that add stuff to learn for beginners, but can be pretty ergonomic for more experienced users. (well, it started as a discussion of PEP 572, but let's not revisit that flamewar here).\n",
"\n",
"I mentioned that the Haskell community's / GHC's solution to this is to throw all of these behind `{-# LANGUAGE #-}` pragmas (so that PEP might be `{-# LANGUAGE Colonoscopy #-}`, but probably something less silly), and /u/minimax [mentioned](https://lobste.rs/s/iahbtg/guido_van_rossum_steps_down_as_python_bdfl#c_hj3gy7) that that didn't really help, since it was so common to run into Haskell projects that use a large number of extensions, you basically have to learn them all. This is definitely something that I struggled with when I was learning to contribute to LiquidHaskell. Let us start, as he did, by just asking GHC how many extensions there are:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"235\r\n"
]
}
],
"source": [
"!ghc --supported-extensions | wc -l"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Obviously, this estimate dramatically overstates how bad the problem is. For starters, a number of those are (unused/undocumented/experimential) and almost half are flags that turn *off* the corresponding language extensions. Let's get rid of the flags that turn off extensions:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"113"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"extensions = !ghc --supported-extensions | grep -v '^No' | grep -v '^Haskell'\n",
"len(extensions)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So, actually, we didn't have to go through this excercise: the [GHC documentation](https://downloads.haskell.org/~ghc/8.4.3/docs/html/users_guide/glasgow_exts.html#language-options) lists 100 GHC extensions. I wonder what the 13 others are?\n",
"\n",
"I've pasted the relevant table from Firefox into `/tmp/ghc_ext_docs`"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"100 /tmp/ghc_ext_docs\r\n"
]
},
{
"data": {
"text/plain": [
"{'AlternativeLayoutRule',\n",
" 'AlternativeLayoutRuleTransitional',\n",
" 'AutoDeriveTypeable',\n",
" 'DoAndIfThenElse',\n",
" 'DoRec',\n",
" 'GHCForeignImportPrim',\n",
" 'GeneralizedNewtypeDeriving',\n",
" 'JavaScriptFFI',\n",
" 'MonoPatBinds',\n",
" 'ParallelArrays',\n",
" 'PatternSignatures',\n",
" 'PolymorphicComponents',\n",
" 'RecordPuns',\n",
" 'RelaxedLayout',\n",
" 'RelaxedPolyRec',\n",
" 'UnliftedFFITypes'}"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"docs = !awk '{print $1}' /tmp/ghc_ext_docs\n",
"!wc -l /tmp/ghc_ext_docs\n",
"set(extensions) - set(docs)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Okay, so some of this is just spelling (GND can be spelled either `Generalized` or `Generalised`; GHC accepts both, and `RecordPuns` is listed in the docs as `NamedFieldPuns`), but there really are a few undocumented extensions floating around in here.\n",
"\n",
"\n",
"But that still leaves us with over 100 extensions! So, how commonly used are all of these? Well, there's an easy-ish way to answer that! GitHub search has an API, so we can actually search for occurrences of each pragma."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Scraping GitHub"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The github search API is actually very simple. I'm `GET`ing a url with a search query that includes `language:haskell` to search Haskell files, and I'm searching for `LANGUAGE <PRAGMA>` to find uses of a pragma."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"token = !cat ~/.tokens/github\n",
"url = lambda x : \"https://api.github.com/search/code?q=LANGUAGE%20\"+x+\"+language:haskell&per_page=1&access_token=\" + token[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"How many Haskell files on GitHub have `LANGUAGE` pragmas at all?"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"512696"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import requests\n",
"total = requests.get(url(\"\")).json()[\"total_count\"]\n",
"total"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"# Restore cached data instead of hitting the server again.\n",
"with open(\"/tmp/haskell_extensions.txt\", \"r\") as myfile:\n",
" data=eval(myfile.read())\n",
"uses_list = [x[1] for x in data]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This took a bit of getting right. It turns out that if you keep hitting the GitHub API, even with a sleep timeout over the documented throttling, you'll hit an anti-bot measure, and the server will tell you how long to wait to retry in the HTTP headers.\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"import time\n",
"\n",
"def uses(n : int, ext : str):\n",
" # Sleep so that we don't hit the server too hard\n",
" time.sleep(n)\n",
" print(ext)\n",
" response = requests.get(url(ext))\n",
" try:\n",
" ans = response.json()[\"total_count\"]\n",
" except KeyError:\n",
" print(response.headers)\n",
" # Implement additional throlltling if asked\n",
" return uses(int(response.headers[\"Retry-After\"]), ext)\n",
" print(ans)\n",
" return ans"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"\n",
"Alright, let's scrape some data! We're going to search for all the hits for `LANGUAGE PRAGMA` in Haskell files for each pragma:\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Sleep at least two seconds between queries\n",
"uses_list = [uses(2,ext) for ext in extensions]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"# Save search results for later\n",
"!echo \"{list(zip(extensions,uses_list))}\" > /tmp/haskell_extensions.txt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I've gist'd the results, so that you can play with the data yourself without having to query the server (or wait for the queries to run...)."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"https://gist.github.com/0e85d4bd392ec5a9f40229718bc12cfc\r\n"
]
}
],
"source": [
"!gist /tmp/hask*"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Making Some Plots!"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"# https://pythonspot.com/matplotlib-bar-chart/\n",
"import matplotlib.pyplot as plt; plt.rcdefaults()\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I like to show plots that occur \"naturally\" before I play with them at all. It feels more honest somehow, even though obviously the fact that I haven't added my own biases doesn't mean that the visualization is representative of anything at all."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"y_pos = np.arange(len(extensions))\n",
" \n",
"plt.bar(y_pos, uses_list)\n",
"plt.xticks(y_pos, extensions)\n",
"plt.ylabel('Frequency (github hits)')\n",
"plt.title('Haskell Language Pragma Popularity')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's sort them, normalize them by the number of total hits for `LANGUAGE`, and plot that. I'm then going to filter out just the extensions that appear in more than 5% of Haskell files that have extensions, but I'm going to leave the plot with all of them in if you feel like zooming and panning a lot."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"freqs, exts = list(zip(*list(reversed(sorted(zip(uses_list, extensions))))))\n",
"normalization_factor = total\n",
"freqs = list(map(lambda x: x/normalization_factor, freqs))"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 5000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.rcParams['figure.figsize'] = [50, 5]\n",
"y_pos = np.arange(len(exts))\n",
"\n",
"plt.bar(y_pos, freqs)\n",
"plt.xticks(y_pos, exts, rotation=45, ha=\"right\")\n",
"plt.ylabel('Frequency (github hits)')\n",
"plt.title('Haskell Language Pragma Popularity')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"freqs2, exts2 = list(zip(*filter(lambda x:x[0]>.05, zip(freqs,exts))))"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.rcParams['figure.figsize'] = [10, 5]\n",
"y_pos = np.arange(len(exts2))\n",
"\n",
"\n",
"plt.bar(y_pos, freqs2)\n",
"plt.xticks(y_pos, exts2, rotation=40, ha=\"right\")\n",
"plt.ylabel('Frequency (github hits)')\n",
"plt.title('Haskell Language Pragma Popularity')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So, you can read 90% of the Haskell files on GitHub using only 10 extensions, and 95% using only 10 more! Moreover, not all of these extensions *add* to the language. For example, `Safe` just removes features, like the `unsafe...` functions from the standard library, and `Strict` just changes the default evaluation order. Admittedly, some of these (like `RankNTypes`) can genuinely get pretty compilicated, but the most common extension, `OverloadedStrings` can be explained in a sentence: string literals have type `IsString a => a` instead of `String`, and `CPP` just enables the C preprocessor.\n",
"\n",
"Still, this is potentially a lot of extensions to learn if you want to drop into a large, mature, Haskell project that uses a lot of GHC features."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
@szabi
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szabi commented Jan 24, 2020

It might be interesting not to look at the % of files using a given pragma, but the % of projects using a given pragma: it might be that only certain files in a project use the pragma, but to work on the project you will sooner or later need to know that extension.

Also, you can define "always-on" extensions in your cabal file. This is used extensively. So the number of .hs files that use/need an extension is much higher than those that declare it as a pragma in the file itself.

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