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Designing Poetic APIs by Erik Rose

Designing Poetic APIs by Erik Rose

The language you speak influences the thoughts you can think. Thus, API designers (and that includes you, if you've ever coined a function) have a great duty, as language inventors, to expand the mental canvases of those who come after. We'll concretize that into 7 hallmarks of good APIs, pulling examples (and bloopers) from popular Python libraries.

PyCon 2014

April 12, 2014
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  1. “A poet is, before anything else, a person who is

    passionately in love with language.” W. H. Auden by Erik Rose Poetic APIs Designing
  2. “A poet is, before anything else, a person who is

    passionately in love with language.” W. H. Auden by Erik Rose programmer ^ Poetic APIs Designing
  3. “The limits of my language are the limits of my

    world.” Ludwig Wittgenstein Sapir-Whorf
  4. “Any fool can write code that a computer can understand.

    Good programmers write code that humans can understand.” Martin Fowler Intellectual Intelligibility
  5. req = urllib2.Request(gh_url) password_manager = urllib2.HTTPPasswordMgrWithDefaultRealm() password_manager.add_password( None, 'https://api.github.com', 'user',

    'pass') auth_manager = urllib2.HTTPBasicAuthHandler(password_manager) opener = urllib2.build_opener(auth_manager) urllib2.install_opener(opener) handler = urllib2.urlopen(req) print handler.getcode()
  6. req = urllib2.Request(gh_url) password_manager = urllib2.HTTPPasswordMgrWithDefaultRealm() password_manager.add_password( None, 'https://api.github.com', 'user',

    'pass') auth_manager = urllib2.HTTPBasicAuthHandler(password_manager) opener = urllib2.build_opener(auth_manager) urllib2.install_opener(opener) handler = urllib2.urlopen(req) print handler.getcode() r = requests.get('https://api.github.com', auth=('user', 'pass')) print r.status_code
  7. 1 Don’t Be An Architecture Astronaut “It’s hard to make

    predictions, especially about the future.” Robert Storm Petersen
  8. def terminal_codes(self, stream): capabilities = ['bold', 'sc', 'rc', 'sgr0', 'el']

    if hasattr(stream, 'fileno') and isatty(stream.fileno()): # Explicit args make setupterm() work even when -s is passed: setupterm(None, stream.fileno()) # so things like tigetstr() work codes = dict((x, tigetstr(x)) for x in capabilities) cup = tigetstr('cup') codes['cup'] = lambda line, column: tparm(cup, line, column) else: # If you're crazy enough to pipe this to a file or something, # don't output terminal codes: codes = defaultdict(lambda: '', cup=lambda line, column: '') return codes ... self._codes = terminal_codes(stdout) ... class AtLine(object): def __enter__(self): """Save position and move to progress bar, col 1.""" self.stream.write(self._codes['sc']) # save position self.stream.write(self._codes['cup'](self.line, 0)) def __exit__(self, type, value, tb): self.stream.write(self._codes['rc']) # restore position ... print self._codes['bold'] + results + self._codes['sgr0']
  9. def terminal_codes(self, stream): capabilities = ['bold', 'sc', 'rc', 'sgr0', 'el']

    if hasattr(stream, 'fileno') and isatty(stream.fileno()): # Explicit args make setupterm() work even when -s is passed: setupterm(None, stream.fileno()) # so things like tigetstr() work codes = dict((x, tigetstr(x)) for x in capabilities) cup = tigetstr('cup') codes['cup'] = lambda line, column: tparm(cup, line, column) else: # If you're crazy enough to pipe this to a file or something, # don't output terminal codes: codes = defaultdict(lambda: '', cup=lambda line, column: '') return codes ... self._codes = terminal_codes(stdout) ... class AtLine(object): def __enter__(self): """Save position and move to progress bar, col 1.""" self.stream.write(self._codes['sc']) # save position self.stream.write(self._codes['cup'](self.line, 0)) def __exit__(self, type, value, tb): self.stream.write(self._codes['rc']) # restore position ... print self._codes['bold'] + results + self._codes['sgr0']
  10. Patterns, Protocols, Interfaces, and Conventions å Language Constructs Functions, arguments,

    keyword arguments Decorators Context managers Classes (really more of an implementation detail)
  11. Sequences Patterns, Protocols, Interfaces, and Conventions å Language Constructs Functions,

    arguments, keyword arguments Decorators Context managers Classes (really more of an implementation detail)
  12. Sequences Iterators Patterns, Protocols, Interfaces, and Conventions å Language Constructs

    Functions, arguments, keyword arguments Decorators Context managers Classes (really more of an implementation detail)
  13. Sequences Iterators Mappings Patterns, Protocols, Interfaces, and Conventions å Language

    Constructs Functions, arguments, keyword arguments Decorators Context managers Classes (really more of an implementation detail)
  14. 2 “Think like a wise man, but communicate in the

    language of the people.” William Butler Yeats Consistency
  15. Tasks Print some text at a location, then snap back.

    Print some text with formatting.
  16. Tasks Print some text at a location, then snap back.

    Print some text with formatting. print_at('Hello world', 10, 2) with location(10, 2): print 'Hello world' for thing in range(10): print thing
  17. Tasks Print some text at a location, then snap back.

    Print some text with formatting. print_formatted('Hello world', 'red', 'bold') print color('Hello world', 'red', 'bold') print color('<red><bold>Hello world</bold></red>') print red(bold('Hello') + 'world') print codes['red'] + codes['bold'] + \ 'Hello world' + codes['normal'] print '{t.red}Hi{t.bold}Mom{t.normal}'.format(t=terminal) print terminal.red_bold + 'Hello world' + terminal.normal
  18. Tasks Print some text at a location, then snap back.

    Print some text with formatting. print_formatted('Hello world', 'red', 'bold') print color('Hello world', 'red', 'bold') print color('<red><bold>Hello world</bold></red>') print red(bold('Hello') + 'world') print codes['red'] + codes['bold'] + \ 'Hello world' + codes['normal'] print '{t.red}Hi{t.bold}Mom{t.normal}'.format(t=terminal) print terminal.red_bold + 'Hello world' + terminal.normal
  19. Tasks Print some text at a location, then snap back.

    Print some text with formatting. print_formatted('Hello world', 'red', 'bold') print color('Hello world', 'red', 'bold') print color('<red><bold>Hello world</bold></red>') print red(bold('Hello') + 'world') print codes['red'] + codes['bold'] + \ 'Hello world' + codes['normal'] print '{t.red}Hi{t.bold}Mom{t.normal}'.format(t=terminal) print terminal.red_bold + 'Hello world' + terminal.normal
  20. Tasks Print some text at a location, then snap back.

    Print some text with formatting. print_formatted('Hello world', 'red', 'bold') print color('Hello world', 'red', 'bold') print color('<red><bold>Hello world</bold></red>') print red(bold('Hello') + 'world') print codes['red'] + codes['bold'] + \ 'Hello world' + codes['normal'] print '{t.red}Hi{t.bold}Mom{t.normal}'.format(t=terminal) print terminal.red_bold + 'Hello world' + terminal.normal
  21. from blessings import Terminal t = Terminal() print t.red_bold +

    'Hello world' + t.normal print t.red_on_white + 'Hello world' + t.normal print t.underline_red_on_green + 'Hello world' + t.normal
  22. from blessings import Terminal t = Terminal() print t.red_bold +

    'Hello world' + t.normal print t.red_on_white + 'Hello world' + t.normal print t.underline_red_on_green + 'Hello world' + t.normal Article.objects.filter(tag__in=['color_red', 'color_blue']) Article.objects.filter(tag__contains='color')
  23. 3 “The finest language is mostly made up of simple,

    unimposing words.” George Eliot Brevity
  24. from blessings import Terminal term = Terminal() print term.bold +

    'I am bold!' + term.normal print term.bold('I am bold!')
  25. from blessings import Terminal term = Terminal() print term.bold +

    'I am bold!' + term.normal print term.bold('I am bold!')
  26. from blessings import Terminal term = Terminal() print term.bold +

    'I am bold!' + term.normal print '{t.bold}Very {t.red}emphasized{t.normal}'.format(t=term) print term.bold('I am bold!')
  27. Brevity warning signs Copying and pasting when writing against your

    API Typing something irrelevant while grumbling “Why can’t it just assume the obvious thing?”
  28. Brevity warning signs Copying and pasting when writing against your

    API Typing something irrelevant while grumbling “Why can’t it just assume the obvious thing?” Long arg lists, suggesting a lack of sane defaults
  29. 4 “Perfection is achieved not when there is nothing left

    to add but when there is nothing left to take away.” Antoine de Saint-Exupery Composability
  30. Composabilty warning signs class ElasticSearch(object): """ An object which manages

    connections to elasticsearch and acts as a go-between for API calls to it""" def index(self, index, doc_type, doc, id=None, force_insert=False, query_params=None): """Put a typed JSON document into a specific index to make it searchable.""" def search(self, query, **kwargs): """Execute a search query against one or more indices and get back search hits.""" def more_like_this(self, index, doc_type, id, mlt_fields, body='', query_params=None): """Execute a "more like this" search query against one or more fields and get back search hits.""" . . . Classes with lots of state
  31. Composabilty warning signs class ElasticSearch(object): """ An object which manages

    connections to elasticsearch and acts as a go-between for API calls to it""" def index(self, index, doc_type, doc, id=None, force_insert=False, query_params=None): """Put a typed JSON document into a specific index to make it searchable.""" def search(self, query, **kwargs): """Execute a search query against one or more indices and get back search hits.""" def more_like_this(self, index, doc_type, id, mlt_fields, body='', query_params=None): """Execute a "more like this" search query against one or more fields and get back search hits.""" . . . class PenaltyBox(object): """A thread-safe bucket of servers (or other things) that may have downtime.""" def get(self): """Return a random server and a bool indicating whether it was from the dead list.""" def mark_dead(self, server): """Guarantee that this server won't be returned again until a period of time has passed, unless all servers are dead.""" def mark_live(self, server): """Move a server from the dead list to the live one.""" Classes with lots of state
  32. Composabilty warning signs Classes with lots of state Deep inheritance

    hierarchies Violations of the Law of Demeter
  33. Composabilty warning signs Classes with lots of state Deep inheritance

    hierarchies Violations of the Law of Demeter Mocking in tests
  34. Composabilty warning signs print_formatted('Hello world', 'red', 'bold') Classes with lots

    of state Deep inheritance hierarchies Violations of the Law of Demeter Mocking in tests
  35. Composabilty warning signs print_formatted('Hello world', 'red', 'bold') print formatted('Hello world',

    'red', 'bold') Classes with lots of state Deep inheritance hierarchies Violations of the Law of Demeter Mocking in tests
  36. Composabilty warning signs Classes with lots of state Deep inheritance

    hierarchies Violations of the Law of Demeter Mocking in tests Options
  37. 5 “All the great things are simple, and many can

    be expressed in a single word…” Sir Winston Churchill Plain Data
  38. class Node(dict): """A wrapper around a native Reflect.parse dict providing

    some convenience methods and some caching of expensive computations"""
  39. class Node(dict): """A wrapper around a native Reflect.parse dict providing

    some convenience methods and some caching of expensive computations""" def walk_up(self): """Yield each node from here to the root of the tree, starting with myself.""" node = self while node: yield node node = node.get('_parent')
  40. class Node(dict): """A wrapper around a native Reflect.parse dict providing

    some convenience methods and some caching of expensive computations""" def walk_up(self): """Yield each node from here to the root of the tree, starting with myself.""" node = self while node: yield node node = node.get('_parent') def nearest_scope_holder(self): """Return the nearest node that can have its own scope, potentially including myself. This will be either a FunctionDeclaration or a Program (for now). """ return first(n for n in self.walk_up() if n['type'] in ['FunctionDeclaration', 'Program'])
  41. Plain Data warning signs Users immediately transforming your output to

    another format Instantiating one object just to pass it to another
  42. Plain Data warning signs Users immediately transforming your output to

    another format Instantiating one object just to pass it to another Rewriting language-provided things
  43. 6 “The bad teacher’s words fall on his pupils like

    harsh rain; the good teacher’s, as gently as dew.” Talmud: Ta’anith 7b Grooviness
  44. { "bool" : { "must" : { "term" : {

    "user" : "fred" } }, "must_not" : { "range" : { "age" : { "from" : 12, "to" : 21 } } }, "minimum_number_should_match" : 1, "boost" : 1.0 } } Avoid nonsense representations.
  45. { "bool" : { "must" : { "term" : {

    "user" : "fred" } }, "must_not" : { "range" : { "age" : { "from" : 12, "to" : 21 } } }, "minimum_number_should_match" : 1, "boost" : 1.0 } } frob*ator AND snork Avoid nonsense representations.
  46. def search(self, q=None, body=None, indexes=None, doc_types=None): """Execute an elasticsearch query,

    and return the results.""" Old pyelasticsearch search(q='frob*ator AND snork', body={'some': 'query'})
  47. def search(self, q=None, body=None, indexes=None, doc_types=None): """Execute an elasticsearch query,

    and return the results.""" Old pyelasticsearch search(q='frob*ator AND snork', body={'some': 'query'}) search()
  48. def search(self, q=None, body=None, indexes=None, doc_types=None): """Execute an elasticsearch query,

    and return the results.""" Old pyelasticsearch search(q='frob*ator AND snork', body={'some': 'query'}) search() ✚
  49. def search(self, q=None, body=None, indexes=None, doc_types=None): """Execute an elasticsearch query,

    and return the results.""" Old pyelasticsearch search(q='frob*ator AND snork', body={'some': 'query'}) search() ✚ def search(self, query, indexes=None, doc_types=None): """Execute an elasticsearch query, and return the results.""" New pyelasticsearch
  50. def search(self, q=None, body=None, indexes=None, doc_types=None): """Execute an elasticsearch query,

    and return the results.""" Old pyelasticsearch search(q='frob*ator AND snork', body={'some': 'query'}) search() ✚ def search(self, query, indexes=None, doc_types=None): """Execute an elasticsearch query, and return the results.""" New pyelasticsearch Fail shallowly.
  51. Resource acquisition is initialization. class PoppableBalloon(object): """A balloon you can

    pop""" def __init__(self): self.air = 0 def fill(self, how_much): self.air = how_much
  52. Resource acquisition is initialization. class PoppableBalloon(object): """A balloon you can

    pop""" def __init__(self): self.air = 0 def fill(self, how_much): self.air = how_much class PoppableBalloon(object): """A balloon you can pop""" def __init__(self, initial_fill): self.air = initial_fill def fill(self, how_much): self.air = how_much
  53. Grooviness warning signs Representable nonsense Invariants that aren’t Lack of

    a clear starting point Long, complicated documentation
  54. update things set frob=2 where frob=1; update things set frob=2;

    update things set frob=2 all; rm *.pyc rm *
  55. update things set frob=2 where frob=1; update things set frob=2;

    update things set frob=2 all; rm *.pyc rm * rm -f *
  56. def delete(self, index, doc_type, id=None): """Delete a typed JSON document

    from a specific index based on its id.""" def delete(self, index, doc_type, id): """Delete a typed JSON document from a specific index based on its id.""" def delete_all(self, index, doc_type): """Delete all documents of the given doctype from an index."""
  57. Safety warning signs Docs that say “remember to…” or “make

    sure you…” Surprisingly few people will blame themselves.
  58. Architecture Astronautics ✖ Inventing rather than extracting Consistency ✖ Frequent

    references to your docs or source ✖ Feeling syntactically clever Brevity ✖ Copying and pasting when writing against your API ✖ Grumbling about having to hand- hold the API Plain Data ✖ Users immediately transforming your output to another format ✖ Rewriting language facilities ✖ Instantiating an object just to pass it Composability ✖ Classes with lots of state ✖ Deep inheritance hierarchies ✖ Violations of the Law of Demeter ✖ Mocking in tests ✖ Bolted-on options Grooviness ✖ Nonsense states ✖ Invariants that aren’t ✖ Lack of a clear introductory path ✖ Complicated documentation Safety ✖ Docs that say “make sure you…” ✖ Destructive actions without walls Design Smell Checklist
  59. Compactness Brevity Non- astronautics Consistency Composability Plain Data Grooviness Safety

    Fractalness Modularity Small interfaces between parts Flexibility Decoupling Memorability Encapsulation Minimalism Do only what’s needed. Orthogonality contributes to Key:
  60. Compactness Brevity Non- astronautics Consistency Composability Plain Data Grooviness Safety

    Fractalness Modularity Small interfaces between parts Flexibility Decoupling Memorability Encapsulation Minimalism Do only what’s needed. Orthogonality contributes to Key:
  61. Lingual Compactness Brevity Non- astronautics Consistency Composability Plain Data Grooviness

    Safety Fractalness Modularity Small interfaces between parts Flexibility Decoupling Memorability Encapsulation Minimalism Do only what’s needed. Orthogonality contributes to Key:
  62. Lingual Mathematical Compactness Brevity Non- astronautics Consistency Composability Plain Data

    Grooviness Safety Fractalness Modularity Small interfaces between parts Flexibility Decoupling Memorability Encapsulation Minimalism Do only what’s needed. Orthogonality contributes to Key:
  63. Lingual Mathematical Compactness Brevity Non- astronautics Consistency Composability Plain Data

    Grooviness Safety Fractalness Modularity Small interfaces between parts Flexibility Decoupling Memorability Encapsulation Minimalism Do only what’s needed. Orthogonality contributes to Key: Lingual
  64. Lingual Mathematical Compactness Brevity Non- astronautics Consistency Composability Plain Data

    Grooviness Safety Fractalness Modularity Small interfaces between parts Flexibility Decoupling Memorability Encapsulation Minimalism Do only what’s needed. Orthogonality contributes to Key: Lingual Mathematical