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1
devbench-api-usage
python
import csv import io def write_strict_csv(rows, fieldnames):
"""Write rows with csv.DictWriter using strict fieldnames. The output is built in an io.StringIO buffer with a header row and no final line terminator. csv.DictWriter is configured with extrasaction='raise', so a row containing a key outside fieldnames raises ValueError instead of silently ignoring...
out = io.StringIO(newline='') writer = csv.DictWriter( out, fieldnames=fieldnames, extrasaction='raise', lineterminator='' ) writer.writeheader() for row in rows: writer.writerow(row) return out.getvalue() rows = [{'name': 'Alice', 'age': 30}, {'name': 'B...
doc = write_strict_csv.__doc__ assert doc is not None, 'Docstring is missing' low = doc.lower() assert 'dictwriter' in low, 'Must name csv.DictWriter' assert 'extrasaction' in low and 'raise' in low, 'Must mention extrasaction=raise' assert 'valueerror' in low, 'Must mention ValueError for extra keys' assert 'fieldname...
api_usage
2
devbench-api-usage
python
from itertools import groupby # Group these records by category # IMPORTANT: groupby only groups CONSECUTIVE matching elements records = [ ('fruit', 'apple'), ('veggie', 'carrot'), ('fruit', 'banana'), ('veggie', 'pea'), ('fruit', 'cherry'), ('veggie', 'corn') ] # To get all items per category, data must be s...
sorted_records = sorted(records, key=lambda x: x[0]) grouped = {k: [v for _, v in g] for k, g in groupby(sorted_records, key=lambda x: x[0])}
assert grouped['fruit'] == ['apple', 'banana', 'cherry'] assert grouped['veggie'] == ['carrot', 'pea', 'corn'] print("Grouping successful:", grouped)
from itertools import groupby records = [ ('fruit', 'apple'), ('veggie', 'carrot'), ('fruit', 'banana'), ('veggie', 'pea'), ('fruit', 'cherry'), ('veggie', 'corn') ] sorted_records = sorted(records, key=lambda x: x[0]) grouped = {k: [v for _, v in g] for k, g in groupby(sorted_records, key=lambda x: x[0])} asse...
api_usage
3
devbench-api-usage
python
import csv import io def default_csv_row(values): out = io.StringIO(newline='') writer = csv.writer(out, lineterminator='') writer.writerow(values) return out.getvalue() # Implement a CSV row encoder for a non-default dialect. The function # accepts delimiter, quotechar, and escapechar keyword argumen...
def csv_escape_row(values, delimiter=';', quotechar="'", escapechar='\\'): out = io.StringIO(newline='') writer = csv.writer( out, delimiter=delimiter, quotechar=quotechar, escapechar=escapechar, doublequote=False, lineterminator='\n', quoting=csv.QUOTE_MI...
assert default_csv_row(['a', 'b']) == 'a,b' assert csv_escape_row(['a', 'b']) == 'a;b' assert csv_escape_row(['semi;colon', "can't"]) == "'semi;colon';can\\'t" assert csv_escape_row(['back\\slash', 'plain']) == 'back\\\\slash;plain' assert csv_escape_row(['semi|colon', 'x'], delimiter='|') == "'semi|colon'|x" assert c...
assert csv_escape_row([]) == '' assert csv_escape_row(['he said \"hi\"', "it's ok"]) == 'he said "hi";it\\\'s ok' assert csv_escape_row(['a;b', 'c;d']) == "'a;b';'c;d'" assert csv_escape_row(['a|b', 'c'], delimiter='|') == "'a|b'|c" assert not csv_escape_row(['tail']).endswith('\n')
api_usage
4
devbench-api-usage
python
import csv import io def default_csv_row(values): out = io.StringIO(newline='') writer = csv.writer(out, lineterminator='') writer.writerow(values) return out.getvalue() # Implement a CSV row encoder that never quotes fields. Use csv.QUOTE_NONE # with backslash escaping. Delimiters, quote characters, ...
def csv_noquote_row(values, delimiter=',', escapechar='\\'): out = io.StringIO(newline='') writer = csv.writer( out, delimiter=delimiter, escapechar=escapechar, quotechar='"', doublequote=False, lineterminator='\n', quoting=csv.QUOTE_NONE, ) writer...
assert default_csv_row(['a,b']) == '"a,b"' assert csv_noquote_row(['a', 'b']) == 'a,b' assert csv_noquote_row(['a,b', 'x"y', 'c\\d']) == 'a\\,b,x\\"y,c\\\\d' assert csv_noquote_row(['line\nbreak', 'z']) == 'line\\\nbreak,z' assert csv_noquote_row(['a|b', 'c'], delimiter='|') == 'a\\|b|c' assert csv_noquote_row(['a,b']...
assert csv_noquote_row([]) == '' assert csv_noquote_row(['semi;colon', 'x'], delimiter=';') == 'semi\\;colon;x' assert csv_noquote_row(['back\\slash']) == 'back\\\\slash' assert csv_noquote_row(['quote"only']) == 'quote\\"only' assert not csv_noquote_row(['tail']).endswith('\n')
api_usage
5
devbench-api-usage
python
import struct # Pack a network protocol header: big-endian unsigned short (version), # unsigned int (message_id), and a signed byte (flags) # Then unpack it and verify round-trip version = 3 message_id = 100000 flags = -1 # signed byte: will be 0xFF / 255 as unsigned
packed = struct.pack('!HIb', version, message_id, flags) unpacked_version, unpacked_id, unpacked_flags = struct.unpack('!HIb', packed)
assert unpacked_version == version assert unpacked_id == message_id assert unpacked_flags == flags assert len(packed) == struct.calcsize('!HIb') print(f"Packed {len(packed)} bytes: {packed.hex()}") print(f"Unpacked: version={unpacked_version}, id={unpacked_id}, flags={unpacked_flags}")
import struct version = 3 message_id = 100000 flags = -1 packed = struct.pack('!HIb', version, message_id, flags) unpacked_version, unpacked_id, unpacked_flags = struct.unpack('!HIb', packed) assert unpacked_version == version assert unpacked_id == message_id assert unpacked_flags == flags assert len(packed) == 7 # 2 ...
api_usage
6
devbench-api-usage
python
import csv import io def default_tsv_row(values): out = io.StringIO(newline='') writer = csv.writer(out, delimiter='\t', lineterminator='') writer.writerow(values) return out.getvalue() # Implement a TSV-style row encoder. Defaults are tab delimiter, double # quote quotechar, backslash escapechar, and...
def tsv_escape_row(values, delimiter='\t', quotechar='"', escapechar='\\'): out = io.StringIO(newline='') writer = csv.writer( out, delimiter=delimiter, quotechar=quotechar, escapechar=escapechar, doublequote=False, lineterminator='\n', quoting=csv.QUOTE_M...
assert default_tsv_row(['a', 'b']) == 'a\tb' assert tsv_escape_row(['a', 'b']) == 'a\tb' assert tsv_escape_row(['a\tb', 'quote"']) == '"a\tb"\tquote\\"' assert tsv_escape_row(['line\nbreak', 'z']) == '"line\nbreak"\tz' assert tsv_escape_row(['path\\to', 'plain']) == 'path\\\\to\tplain' assert tsv_escape_row(['a|b', 'c...
assert tsv_escape_row([]) == '' assert tsv_escape_row(['x\ny', 'has\ttab']) == '"x\ny"\t"has\ttab"' assert tsv_escape_row(['semi;colon', 'x'], delimiter=';') == '"semi;colon";x' assert tsv_escape_row(['one', 'two']) == 'one\ttwo'
api_usage
7
devbench-api-usage
python
import heapq import operator def newest_high_priority(records, n):
"""Return the n records with largest priority and newest timestamp. Uses heapq.nlargest with an operator.itemgetter key over the ('priority', 'created_at') fields, so priority is compared first and created_at breaks ties. The input list is not mutated; the returned list is ordered from highest key ...
return heapq.nlargest( n, records, key=operator.itemgetter('priority', 'created_at') ) records = [ {'id': 'old-high', 'priority': 5, 'created_at': 10}, {'id': 'new-high', 'priority': 5, 'created_at': 20}, {'id': 'low-new', 'priority': 3, 'created_at': 99}, {'id': 'top', ...
doc = newest_high_priority.__doc__ assert doc is not None, 'Docstring is missing' low = doc.lower() assert 'heapq.nlargest' in low or 'nlargest' in low, 'Must mention heapq.nlargest' assert 'operator.itemgetter' in low or 'itemgetter' in low, 'Must mention operator.itemgetter key' assert 'priority' in low, 'Must mentio...
api_usage
8
devbench-api-usage
python
import bisect import operator def insert_by_score(records, record):
"""Insert record into records sorted by score and return its index. Uses bisect.bisect_left with operator.itemgetter('score') as the key. Python's bisect key is applied to existing records only, so x is the raw score value, not the record dict. Equal scores are inserted on the left, and the input l...
index = bisect.bisect_left( records, record['score'], key=operator.itemgetter('score') ) records.insert(index, record) return index records = [ {'name': 'a', 'score': 10}, {'name': 'b', 'score': 20}, {'name': 'c', 'score': 20}, {'name': 'd', 'score': 40}, ] idx =...
doc = insert_by_score.__doc__ assert doc is not None, 'Docstring is missing' low = doc.lower() assert 'bisect_left' in low or 'bisect.bisect_left' in low, 'Must mention bisect_left' assert 'operator.itemgetter' in low or 'itemgetter' in low, 'Must mention operator.itemgetter key' assert 'key' in low and ('existing' in ...
api_usage
9
devbench-api-usage
python
from datetime import datetime, timezone def parse_log_timestamp(text):
"""Parse a timezone-offset log timestamp and return it in UTC. datetime.strptime uses the '%Y-%m-%d %H:%M:%S %z' format, where %z creates an aware datetime from a numeric UTC offset. The result is normalized with astimezone(timezone.utc). Invalid text or a missing offset propagates strptime's Value...
parsed = datetime.strptime(text, '%Y-%m-%d %H:%M:%S %z') return parsed.astimezone(timezone.utc) stamp = parse_log_timestamp('2026-05-01 09:30:00 -0700') assert stamp.isoformat() == '2026-05-01T16:30:00+00:00' assert stamp.tzinfo is timezone.utc assert parse_log_timestamp.__doc__ is not None print(stamp.isoform...
doc = parse_log_timestamp.__doc__ assert doc is not None, 'Docstring is missing' low = doc.lower() assert 'strptime' in low, 'Must mention datetime.strptime' assert '%z' in doc, 'Must mention %z timezone offset parsing' assert 'aware' in low or 'timezone' in low or 'tzinfo' in low, 'Must mention timezone-aware datetime...
api_usage
10
devbench-api-usage
python
import hashlib import io def sha256_stream_hex(stream, chunk_size=4):
"""Return the SHA-256 hex digest of a binary stream without consuming it. The current stream position is saved with tell(), bytes are read in chunk_size blocks and fed to hashlib.sha256().update(), then the stream is seek()ed back to its original position. The return value is the 64-character hexdi...
start = stream.tell() hasher = hashlib.sha256() while True: chunk = stream.read(chunk_size) if not chunk: break hasher.update(chunk) stream.seek(start) return hasher.hexdigest() buf = io.BytesIO(b'abcdef') buf.seek(2) expected = hashlib.sha256(b'cdef').hexdigest(...
doc = sha256_stream_hex.__doc__ assert doc is not None, 'Docstring is missing' low = doc.lower() assert 'hashlib.sha256' in low or 'sha256' in low, 'Must mention hashlib.sha256' assert 'update' in low, 'Must mention update() streaming API' assert 'hexdigest' in low, 'Must mention hexdigest return' assert '64' in low, '...
api_usage
11
devbench-api-usage
python
import difflib def word_diff(old, new): """Return a list of change tuples from a word-level diff. Split on whitespace, use SequenceMatcher.get_opcodes(). Return list of tuples: ('replace', old_words, new_words) ('insert', new_words) ('delete', old_words) Skip 'equal' opcodes. Words ar...
changes = [] for tag, i1, i2, j1, j2 in matcher.get_opcodes(): if tag == 'replace': changes.append(('replace', old_words[i1:i2], new_words[j1:j2])) elif tag == 'insert': changes.append(('insert', new_words[j1:j2])) elif tag == 'delete': changes.append(...
result = word_diff('the quick brown fox', 'the slow brown cat') print(result)
r1 = word_diff('the quick brown fox', 'the slow brown cat') assert ('replace', ['quick'], ['slow']) in r1 assert ('replace', ['fox'], ['cat']) in r1 assert len(r1) == 2 r2 = word_diff('a b c', 'a b x y c') assert ('insert', ['x', 'y']) in r2 assert len(r2) == 1 r3 = word_diff('hello world', 'hello') assert ('delete', [...
api_usage
12
devbench-api-usage
python
import textwrap def reformat_code(text, new_indent=' '): """Remove common leading whitespace, then re-indent only non-empty lines that don't start with '#' (after dedent). Return the result.""" dedented = textwrap.dedent(text)
return textwrap.indent( dedented, new_indent, predicate=lambda line: line.strip() != '' and not line.lstrip().startswith('#') )
sample = '''\ def foo(): pass # comment x = 1 y = 2 ''' result = reformat_code(sample)
import textwrap sample = ' def foo():\n pass\n # comment\n x = 1\n\n y = 2\n' result = reformat_code(sample) lines = result.split('\n') assert lines[0] == ' def foo():', f'Expected indented def line, got {lines[0]!r}' assert any(line.startswith('#') for line in lines), 'Comment...
api_usage
13
devbench-api-usage
python
from urllib.parse import urlencode, parse_qs def build_search_url(base, params): """Build a query string where params may have list values. E.g. {'color': ['red','blue'], 'size': 'large'} -> 'color=red&color=blue&size=large' """
query = urlencode(params, doseq=True) return f'{base}?{query}'
url = build_search_url('https://shop.example.com/search', {'color': ['red', 'blue'], 'size': 'large'})
url = build_search_url('https://shop.example.com/search', {'color': ['red', 'blue'], 'size': 'large'}) assert 'color=red' in url assert 'color=blue' in url assert 'size=large' in url assert url.startswith('https://shop.example.com/search?') # Without doseq, list would be stringified from urllib.parse import urlencode b...
api_usage
14
devbench-api-usage
python
import json from datetime import datetime, date from decimal import Decimal def custom_serializer(obj): """JSON serializer for objects not serializable by default. - datetime/date -> .isoformat() - Decimal -> float - set/frozenset -> sorted list - bytes -> decoded utf-8 string Raises TypeError ...
if isinstance(obj, (datetime, date)): return obj.isoformat() if isinstance(obj, Decimal): return float(obj) if isinstance(obj, (set, frozenset)): return sorted(obj) if isinstance(obj, bytes): return obj.decode('utf-8') raise TypeError(f'Object of type {type(obj).__nam...
data = { 'timestamp': datetime(2024, 1, 15, 10, 30), 'tags': {'beta', 'alpha', 'gamma'}, 'price': Decimal('19.99'), 'raw': b'hello' } result = json.dumps(data, default=custom_serializer, sort_keys=True)
import json from datetime import datetime, date from decimal import Decimal data = { 'timestamp': datetime(2024, 1, 15, 10, 30), 'tags': {'beta', 'alpha', 'gamma'}, 'price': Decimal('19.99'), 'raw': b'hello' } result = json.dumps(data, default=custom_serializer, sort_keys=True) parsed = json.loads(resul...
api_usage
15
devbench-api-usage
python
import re def reformat_dates(text): """Replace all YYYY-MM-DD dates in text with DD/MM/YYYY format. Use re.sub with a function replacement and named groups. Only transform valid-looking dates (4-digit year, 2-digit month/day).""" pattern = r'(?P<year>\d{4})-(?P<month>\d{2})-(?P<day>\d{2})'
def replacer(match): return f"{match.group('day')}/{match.group('month')}/{match.group('year')}" return re.sub(pattern, replacer, text)
original = 'Event on 2024-01-15 and deadline 2024-12-31.' result = reformat_dates(original)
assert reformat_dates('Date: 2024-01-15') == 'Date: 15/01/2024' assert reformat_dates('From 2023-06-01 to 2023-12-25') == 'From 01/06/2023 to 25/12/2023' assert reformat_dates('No dates here') == 'No dates here' assert reformat_dates('2000-01-01') == '01/01/2000' assert reformat_dates('mix 2024-03-15 text 2024-07-04 en...
api_usage
16
devbench-api-usage
python
import logging import io class RequestIdFilter(logging.Filter): """Filter that adds request_id to every LogRecord and prefixes the message. Attaches self.request_id to the record. Prepends '[<request_id>] ' to the record's msg. filter() must return True (don't actually filter out records).""" def _...
def filter(self, record): record.request_id = self.request_id record.msg = f'[{self.request_id}] {record.msg}' return True
# Set up logger with StringIO handler to capture output def create_test_logger(request_id): logger = logging.getLogger(f'test.{request_id}') logger.setLevel(logging.DEBUG) logger.handlers.clear() stream = io.StringIO() handler = logging.StreamHandler(stream) handler.setFormatter(logging.Format...
logger, stream = create_test_logger('req-123') logger.info('User logged in') logger.warning('Slow query') output = stream.getvalue() assert '[req-123] User logged in' in output, f'Got: {output!r}' assert '[req-123] Slow query' in output, f'Got: {output!r}' # Verify request_id attribute was added logger2, stream2 = crea...
api_usage
17
devbench-api-usage
python
from unittest.mock import patch, MagicMock import os def read_config_values(keys): """Read multiple config values from environment, returning a list. Uses os.environ.get for each key.""" return [os.environ.get(k) for k in keys] # Test: mock os.environ.get to return different values for successive calls
with patch.object(os.environ, 'get', side_effect=['val1', 'val2', 'val3']) as mock_get: result = read_config_values(['KEY1', 'KEY2', 'KEY3']) assert result == ['val1', 'val2', 'val3'] assert mock_get.call_count == 3
print('Mock test passed')
from unittest.mock import patch import os with patch.object(os.environ, 'get', side_effect=['a', 'b', 'c']) as m: r = read_config_values(['X', 'Y', 'Z']) assert r == ['a', 'b', 'c'], f'Got {r}' assert m.call_count == 3 # Test with fewer calls than side_effect values with patch.object(os.environ, 'get', side...
api_usage
18
devbench-api-usage
python
import inspect import functools def typecheck(func): """Decorator that enforces type annotations at call time. For each parameter with an annotation, check isinstance. Raise TypeError with the parameter name if check fails. Unannotated parameters are not checked. Return type not checked.""" sig = i...
@functools.wraps(func) def wrapper(*args, **kwargs): bound = sig.bind(*args, **kwargs) bound.apply_defaults() for name, value in bound.arguments.items(): param = sig.parameters[name] if param.annotation is not inspect.Parameter.empty: if not isinst...
@typecheck def greet(name: str, times: int = 1): return (name + '! ') * times
assert greet('hello', 3) == 'hello! hello! hello! ' assert greet('hi') == 'hi! ' assert greet(name='test', times=2) == 'test! test! ' try: greet(123) assert False, 'Should raise TypeError' except TypeError as e: assert 'name' in str(e) try: greet('ok', 'bad') assert False, 'Should raise TypeError' e...
api_usage
19
devbench-api-usage
python
from operator import attrgetter class Address: def __init__(self, city, zip_code): self.city = city self.zip_code = zip_code class Company: def __init__(self, name, address): self.name = name self.address = address class Employee: def __init__(self, name, company): ...
get_city = attrgetter('company.address.city') get_zip = attrgetter('company.address.zip_code') get_company_name = attrgetter('company.name') city = get_city(emp) zip_code = get_zip(emp) company_name = get_company_name(emp)
print(f'{emp.name} works at {company_name} in {city}, {zip_code}')
from operator import attrgetter assert attrgetter('company.address.city')(emp) == 'Springfield' assert attrgetter('company.address.zip_code')(emp) == '62701' assert attrgetter('company.name')(emp) == 'Acme' assert attrgetter('name')(emp) == 'Alice' # Multi-attribute getter getter = attrgetter('name', 'company.name') as...
api_usage
20
devbench-api-usage
python
import weakref cleanup_log = [] class Resource: """Resource that registers a weakref.finalize callback on creation. When the object is collected (or finalizer called), appends 'cleaned:<name>' to cleanup_log.""" def __init__(self, name): self.name = name
self._finalizer = weakref.finalize( self, lambda n: cleanup_log.append(f'cleaned:{n}'), self.name ) def close(self): """Explicitly trigger cleanup (idempotent).""" self._finalizer()
def is_alive(self): return self._finalizer.alive
cleanup_log.clear() r = Resource('db') assert r.is_alive() assert cleanup_log == [] r.close() assert cleanup_log == ['cleaned:db'] assert not r.is_alive() # Calling close again should be a no-op (finalize is one-shot) r.close() assert cleanup_log == ['cleaned:db'], 'Finalize should only run once' # Test with garbage co...
api_usage
21
devbench-api-usage
python
import functools call_count = 0
@functools.lru_cache(maxsize=128, typed=True) def compute(x): global call_count call_count += 1 return x * 2
# Reset call_count = 0 compute.cache_clear() r1 = compute(1) r2 = compute(1.0) r3 = compute(1) assert r1 == 2 assert r2 == 2.0 # With typed=True, int(1) and float(1.0) are cached separately assert call_count == 2, f'Expected 2 calls (int and float cached separately), got {call_count}' # Third call to compute(1) shoul...
# Further verify typed behavior compute.cache_clear() call_count = 0 compute(2) compute(2) compute(2.0) compute(2.0) assert call_count == 2, f'Expected 2 calls, got {call_count}' info = compute.cache_info() assert info.hits == 2 assert info.misses == 2 # Verify True (bool, subclass of int) is also separate from 1 compu...
api_usage
22
devbench-api-usage
python
import itertools def generate_chunks(): """Yields chunks of numbers as lists.""" yield [1, 2, 3] yield [4, 5] yield [6, 7, 8, 9]
def flatten_lazy(iterable_of_iterables): """Flatten an iterable of iterables lazily using chain.from_iterable.""" return itertools.chain.from_iterable(iterable_of_iterables)
# Verify lazy flattening works with a generator (can only iterate once) result = list(flatten_lazy(generate_chunks())) assert result == [1, 2, 3, 4, 5, 6, 7, 8, 9], f'Got: {result}' # Verify it works lazily - we can take partial results gen = generate_chunks() flattened = flatten_lazy(gen) first_three = [next(flattene...
# Test with empty chunks def gen_with_empty(): yield [] yield [1] yield [] yield [2, 3] yield [] result = list(flatten_lazy(gen_with_empty())) assert result == [1, 2, 3], f'Got: {result}' # Test with single chunk result2 = list(flatten_lazy(iter([[10, 20]]))) assert result2 == [10, 20] # Test wit...
api_usage
23
devbench-api-usage
python
from collections import ChainMap defaults = {'color': 'red', 'size': 'medium', 'shape': 'circle'} user_prefs = {'color': 'blue'}
# Create a ChainMap where user_prefs overrides defaults # Mutations only affect the first map (user_prefs) config = ChainMap(user_prefs, defaults) # Override a default value - this writes to user_prefs (first map) config['size'] = 'large' # Delete an overridden key - this deletes from user_prefs only del config['colo...
# 'size' was set in user_prefs (first map) assert config['size'] == 'large', f"Expected 'large', got {config['size']}" assert user_prefs['size'] == 'large', 'Mutation should go to first map (user_prefs)' assert defaults['size'] == 'medium', 'defaults should be unchanged' # After deleting 'color' from user_prefs, it fa...
# Verify the maps attribute shows both dicts assert len(config.maps) == 2 assert config.maps[0] is user_prefs assert config.maps[1] is defaults # Adding a new key goes to the first map config['opacity'] = 0.5 assert user_prefs['opacity'] == 0.5 assert 'opacity' not in defaults # new_child creates a new ChainMap with ...
api_usage
24
devbench-api-usage
python
import contextlib results = []
with contextlib.suppress(FileNotFoundError, PermissionError): results.append('before') raise FileNotFoundError('missing.txt') results.append('unreachable') results.append('after_suppress') with contextlib.ExitStack() as stack: stack.callback(results.append, 'cleanup_1') stack.callback(results.appe...
# suppress skips everything after the exception assert 'before' in results assert 'unreachable' not in results, 'Code after raise should not execute' assert 'after_suppress' in results, 'Code after with-block should execute' # ExitStack callbacks fire in LIFO order assert results[-3] == 'inside_stack' assert results[-...
# Test suppress with an exception that is NOT suppressed caught = False try: with contextlib.suppress(FileNotFoundError): raise ValueError('not suppressed') except ValueError: caught = True assert caught, 'ValueError should not be suppressed' # Test suppress with no exception raised flag = False with c...
api_usage
25
devbench-api-usage
python
from dataclasses import dataclass, field, fields
@dataclass class Config: name: str tags: list = field(default_factory=list, metadata={'searchable': True, 'max_length': 10}) scores: dict = field(default_factory=dict, metadata={'searchable': False}) version: int = field(default=1, repr=False)
# Each instance gets its OWN list/dict (not shared) c1 = Config(name='alpha') c2 = Config(name='beta') c1.tags.append('fast') c1.scores['accuracy'] = 0.95 assert c1.tags == ['fast'] assert c2.tags == [], f'c2.tags should be empty, got {c2.tags}' assert c1.scores == {'accuracy': 0.95} assert c2.scores == {}, f'c2.score...
# version has repr=False c3 = Config(name='gamma') r = repr(c3) assert 'version' not in r, f'version should not be in repr, got {r}' assert 'gamma' in r # Default version assert c3.version == 1 # Verify field count assert len(fields(Config)) == 4 # Metadata is a mappingproxy (immutable) tag_field = [f for f in field...
api_usage
26
devbench-api-usage
python
from enum import Flag, auto
class Permission(Flag): READ = auto() WRITE = auto() EXECUTE = auto() DELETE = auto() # Combined convenience flags READ_WRITE = READ | WRITE FULL_ACCESS = READ | WRITE | EXECUTE | DELETE
# Basic flag operations p = Permission.READ | Permission.WRITE assert Permission.READ in p assert Permission.WRITE in p assert Permission.EXECUTE not in p # Test combined flag assert Permission.READ_WRITE == Permission.READ | Permission.WRITE assert Permission.READ in Permission.READ_WRITE assert Permission.WRITE in P...
# Bitwise AND to check specific permission user_perms = Permission.READ | Permission.EXECUTE assert bool(user_perms & Permission.READ) assert not bool(user_perms & Permission.WRITE) assert bool(user_perms & Permission.EXECUTE) # XOR to toggle permissions toggled = user_perms ^ Permission.READ # remove READ assert Per...
api_usage
27
devbench-api-usage
python
from fractions import Fraction
# Use string constructor for exact decimal representation pi_approx = Fraction('3.14159265358979') # limit_denominator finds the closest rational with denominator <= max approx_7 = pi_approx.limit_denominator(7) approx_100 = pi_approx.limit_denominator(100) approx_1000 = pi_approx.limit_denominator(1000)
# 22/7 is the best approximation with denominator <= 7 assert approx_7 == Fraction(22, 7), f'Got {approx_7}' # 311/99 is the best approximation with denominator <= 100 assert approx_100 == Fraction(311, 99), f'Got {approx_100}' # 355/113 is the best approximation with denominator <= 1000 assert approx_1000 == Fractio...
# Verify string constructor vs float constructor difference from_string = Fraction('0.1') from_float = Fraction(0.1) # String gives exact decimal; float gives the IEEE 754 representation assert from_string == Fraction(1, 10) assert from_float != Fraction(1, 10) # float 0.1 is not exactly 1/10 # limit_denominator with...
api_usage
28
devbench-api-usage
python
import statistics data = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
# quantiles with n=4 gives quartile boundaries (3 cut points) exclusive_q = statistics.quantiles(data, n=4, method='exclusive') inclusive_q = statistics.quantiles(data, n=4, method='inclusive') # quantiles with n=10 gives decile boundaries deciles_excl = statistics.quantiles(data, n=10, method='exclusive') deciles_inc...
# exclusive method (default): for data NOT including population extremes # inclusive method: for data that includes the min/max of the population assert len(exclusive_q) == 3, f'Expected 3 quartile points, got {len(exclusive_q)}' assert len(inclusive_q) == 3 # For this dataset, the methods give different Q1 and Q3 ass...
# Verify specific quartile values # Exclusive Q1=2.75, Q2=5.5, Q3=8.25 (for this data) assert exclusive_q[0] == 2.75, f'Got {exclusive_q[0]}' assert exclusive_q[2] == 8.25, f'Got {exclusive_q[2]}' # Inclusive Q1=3.25, Q2=5.5, Q3=7.75 (for this data) assert inclusive_q[0] == 3.25, f'Got {inclusive_q[0]}' assert inclusi...
api_usage
29
devbench-api-usage
python
import copy class TrackedObject: """Object that tracks copies and skips 'cache' during deep copy.""" _copy_count = 0 def __init__(self, name, data, cache=None): self.name = name self.data = data self.cache = cache or {} self._id = id(self)
def __deepcopy__(self, memo): TrackedObject._copy_count += 1 cls = self.__class__ result = cls.__new__(cls) memo[id(self)] = result result.name = copy.deepcopy(self.name, memo) result.data = copy.deepcopy(self.data, memo) result.cache = {} # intentionally not...
# Create an object with nested mutable data and a populated cache original = TrackedObject('root', {'values': [1, 2, 3], 'nested': {'a': 1}}) original.cache['key1'] = 'expensive_result' original.cache['key2'] = 'another_result' # Deep copy TrackedObject._copy_count = 0 cloned = copy.deepcopy(original) # Verify deep c...
# Verify nested data is deep copied cloned2 = copy.deepcopy(original) cloned2.data['nested']['a'] = 999 assert original.data['nested']['a'] == 1, 'Nested data should be independently copied' # Verify _id is unique assert cloned2._id != original._id # Verify circular reference handling via memo class Container: de...
api_usage
30
devbench-api-usage
python
from abc import ABCMeta, abstractmethod class Drawable(metaclass=ABCMeta): @abstractmethod def draw(self): pass
@classmethod def __subclasshook__(cls, C): if cls is Drawable: if any('draw' in B.__dict__ for B in C.__mro__): return True return NotImplemented
class Circle: def draw(self): return 'drawing circle' class Square(Drawable): def draw(self): return 'drawing square' class Empty: pass # Circle is a "virtual subclass" via __subclasshook__ (structural typing) assert isinstance(Circle(), Drawable), 'Circle should be considered Drawable' a...
# Dynamic class with draw method should also match class Triangle: def draw(self): return 'drawing triangle' assert issubclass(Triangle, Drawable) assert isinstance(Triangle(), Drawable) # Class with draw as a non-callable attribute should match __subclasshook__ # because we only check 'draw' in __dict__,...
api_usage
31
devbench-api-usage
python
import string # Create a Template subclass that uses '#' as delimiter instead of '$'
class HashTemplate(string.Template): delimiter = '#' tmpl = HashTemplate('#name is #age years old') result = tmpl.substitute(name='Alice', age=30)
print(result)
assert result == 'Alice is 30 years old', f'Got: {result!r}' tmpl2 = HashTemplate('##escaped and #val') result2 = tmpl2.substitute(val='ok') assert result2 == '#escaped and ok', f'Got: {result2!r}'
api_usage
32
devbench-api-usage
python
import csv import io # Write CSV with DictWriter using strict extra key handling output = io.StringIO() fieldnames = ['name', 'age']
writer = csv.DictWriter(output, fieldnames=fieldnames, extrasaction='raise') writer.writeheader() writer.writerow({'name': 'Alice', 'age': 25})
# Verify output csv_output = output.getvalue() print(csv_output)
assert 'name,age' in csv_output assert 'Alice,25' in csv_output # Now test that extra keys raise ValueError output2 = io.StringIO() writer2 = csv.DictWriter(output2, fieldnames=['name', 'age'], extrasaction='raise') try: writer2.writerow({'name': 'Bob', 'age': 30, 'city': 'NYC'}) assert False, 'Should have rais...
api_usage
33
devbench-api-usage
python
import html # Unescape HTML entities including numeric character references
result1 = html.unescape('&amp; &lt; &gt;') result2 = html.unescape('&#38; &#60; &#62;') result3 = html.unescape('&#x26; &#x3C; &#x3E;')
print(result1, result2, result3)
assert result1 == '& < >', f'Named entities failed: {result1!r}' assert result2 == '& < >', f'Decimal refs failed: {result2!r}' assert result3 == '& < >', f'Hex refs failed: {result3!r}' assert html.unescape('no entities here') == 'no entities here' assert html.unescape('&unknown;') == '&unknown;'
api_usage
34
devbench-api-usage
python
import base64 # Demonstrate the difference between standard and URL-safe base64 # Use data that produces + and / in standard base64 data = b'\xfb\xff\xfe'
standard = base64.b64encode(data) urlsafe = base64.urlsafe_b64encode(data) both_decode_same = base64.b64decode(standard) == base64.urlsafe_b64decode(urlsafe)
print(f'Standard: {standard}') print(f'URL-safe: {urlsafe}') print(f'Both decode same: {both_decode_same}')
assert isinstance(standard, bytes) assert isinstance(urlsafe, bytes) # Standard encoding may contain + and / # URL-safe replaces + with - and / with _ std_str = standard.decode() url_str = urlsafe.decode() assert '+' not in url_str and '/' not in url_str, f'URL-safe should not contain + or /: {url_str}' # Verify they d...
api_usage
35
devbench-api-usage
python
import tempfile import os # Create a named temporary file that persists after closing
tmp = tempfile.NamedTemporaryFile(mode='w', suffix='.txt', delete=False) tmp_path = tmp.name tmp.write('hello world') tmp.close()
# File should still exist after close since delete=False print(f'File exists: {os.path.exists(tmp_path)}')
assert os.path.exists(tmp_path), 'File should persist after close with delete=False' with open(tmp_path, 'r') as f: content = f.read() assert content == 'hello world', f'Content mismatch: {content!r}' # Manual cleanup os.unlink(tmp_path) assert not os.path.exists(tmp_path), 'File should be deleted after unlink'
api_usage
36
devbench-api-usage
python
import sqlite3 # Create a custom aggregate function for geometric mean # Must define a class with step() and finalize() methods class GeomMean: def __init__(self): self.product = 1.0 self.count = 0
def step(self, value): if value is not None: self.product *= value self.count += 1 def finalize(self): if self.count == 0: return None return self.product ** (1.0 / self.count)
# Register and use the aggregate conn = sqlite3.connect(':memory:') conn.create_aggregate('geom_mean', 1, GeomMean) conn.execute('CREATE TABLE nums (val REAL)') conn.executemany('INSERT INTO nums VALUES (?)', [(2,), (8,)]) result = conn.execute('SELECT geom_mean(val) FROM nums').fetchone()[0] print(f'Geometric mean: {...
conn = sqlite3.connect(':memory:') conn.create_aggregate('geom_mean', 1, GeomMean) conn.execute('CREATE TABLE nums (val REAL)') conn.executemany('INSERT INTO nums VALUES (?)', [(2,), (8,)]) result = conn.execute('SELECT geom_mean(val) FROM nums').fetchone()[0] assert abs(result - 4.0) < 0.0001, f'Geometric mean of 2,8 ...
api_usage
37
devbench-api-usage
python
import copy import threading class SafeCounter: """Thread-safe counter that supports deepcopy. The lock cannot be deep-copied, so __deepcopy__ must create a new lock while copying the value.""" def __init__(self, value=0): self.value = value self._lock = threading.Lock() def increm...
def __copy__(self): new = SafeCounter(self.value) return new def __deepcopy__(self, memo): new = SafeCounter(copy.deepcopy(self.value, memo)) memo[id(self)] = new return new
# Test deep copying counter = SafeCounter(42) counter_copy = copy.deepcopy(counter) print(f'Original: {counter.value}, Copy: {counter_copy.value}')
c = SafeCounter(10) c.increment() c.increment() assert c.value == 12 c2 = copy.deepcopy(c) assert c2.value == 12, f'Expected 12, got {c2.value}' assert hasattr(c2, '_lock'), 'Copied object should have _lock' assert isinstance(c2._lock, type(threading.Lock())), 'Lock should be a new Lock' assert c2._lock is not c._lock,...
api_usage
38
devbench-api-usage
python
import array # Create typed arrays with different typecodes and inspect them
int_arr = array.array('i', [1, 2, 3, 4, 5]) float_arr = array.array('d', [1.5, 2.5, 3.5]) addr, length = int_arr.buffer_info()
print(f'Int array: {int_arr}, buffer address: {addr}, length: {length}') print(f'Float array: {float_arr}')
assert int_arr.typecode == 'i' assert float_arr.typecode == 'd' assert len(int_arr) == 5 assert len(float_arr) == 3 assert length == 5, f'buffer_info length should be 5, got {length}' assert isinstance(addr, int), 'Buffer address should be an integer' assert list(int_arr) == [1, 2, 3, 4, 5] assert list(float_arr) == [1...
api_usage
39
devbench-api-usage
python
import io # Demonstrate proper use of BytesIO and StringIO # and show that mixing types raises TypeError
# BytesIO for binary data bio = io.BytesIO() bio.write(b'hello bytes') bio.seek(0) bytes_result = bio.read() # StringIO for text data sio = io.StringIO() sio.write('hello string') sio.seek(0) str_result = sio.read()
print(f'BytesIO: {bytes_result!r}') print(f'StringIO: {str_result!r}')
assert bytes_result == b'hello bytes' assert str_result == 'hello string' assert isinstance(bytes_result, bytes) assert isinstance(str_result, str) # Verify that writing wrong type raises TypeError bio2 = io.BytesIO() try: bio2.write('string to bytesio') assert False, 'Should raise TypeError' except TypeError: ...
api_usage
40
devbench-api-usage
python
from pathlib import PurePosixPath, PureWindowsPath # Demonstrate differences between POSIX and Windows path handling
posix = PurePosixPath('/usr/local/bin/python') win = PureWindowsPath('C:/Users/Admin/file.txt') posix_parts = posix.parts win_parts = win.parts posix_name = posix.name win_suffix = win.suffix win_drive = win.drive
print(f'POSIX parts: {posix_parts}') print(f'Windows parts: {win_parts}')
assert posix_parts == ('/', 'usr', 'local', 'bin', 'python') assert win_parts == ('C:\\', 'Users', 'Admin', 'file.txt') assert posix_name == 'python' assert win_suffix == '.txt' assert win_drive == 'C:' assert posix.parent == PurePosixPath('/usr/local/bin') # PurePosixPath doesn't understand drive letters posix_c = Pur...
api_usage
41
devbench-api-usage
python
import math # Compare floating point values with custom tolerances
# Default tolerance comparison close1 = math.isclose(1.0, 1.0000000001) # Near zero: need abs_tol since rel_tol fails near zero close2 = math.isclose(0.0, 0.0001, abs_tol=0.001) not_close = math.isclose(0.0, 0.0001) # False with default abs_tol=0.0 # Custom rel_tol for looser comparison close3 = math.isclose(1.0, 1....
print(f'close1={close1}, close2={close2}, not_close={not_close}, close3={close3}')
assert close1 is True, 'Values within default rel_tol should be close' assert close2 is True, 'Should be close with abs_tol=0.001' assert not_close is False, 'Near-zero comparison fails with default abs_tol=0.0' assert close3 is True, 'Should be close with rel_tol=0.2' # Verify the near-zero trap assert math.isclose(0....
api_usage
42
devbench-api-usage
python
import secrets # Generate various types of secure random data
token_bytes = secrets.token_bytes(16) token_hex = secrets.token_hex(16) token_url = secrets.token_urlsafe(16) random_int = secrets.randbelow(100)
print(f'Bytes: {token_bytes}') print(f'Hex: {token_hex}') print(f'URL-safe: {token_url}') print(f'Random int: {random_int}')
assert isinstance(token_bytes, bytes) assert len(token_bytes) == 16 assert isinstance(token_hex, str) assert len(token_hex) == 32, f'hex token should be 32 chars for 16 bytes, got {len(token_hex)}' assert isinstance(token_url, str) assert isinstance(random_int, int) assert 0 <= random_int < 100 # Verify randomness (two...
api_usage
43
devbench-api-usage
python
import threading import time results = [] action_called = [] # Create a barrier for 3 threads with an action callback # The action runs once when all threads reach the barrier
def barrier_action(): action_called.append('action') barrier = threading.Barrier(3, action=barrier_action) def worker(name): results.append(f'{name}_before') barrier.wait() results.append(f'{name}_after')
# Run the threads threads = [threading.Thread(target=worker, args=(f't{i}',)) for i in range(3)] for t in threads: t.start() for t in threads: t.join()
assert len(action_called) == 1, f'Action should be called once, got {len(action_called)}' assert action_called[0] == 'action' # All threads should have completed both phases before_count = sum(1 for r in results if '_before' in r) after_count = sum(1 for r in results if '_after' in r) assert before_count == 3, f'All 3 ...
api_usage
44
devbench-api-usage
python
import xml.etree.ElementTree as ET # Parse XML with namespaces xml_data = '''<?xml version="1.0"?> <root xmlns:ns="http://example.com/ns"> <ns:item id="1">First</ns:item> <ns:item id="2">Second</ns:item> <plain>No namespace</plain> </root>'''
root = ET.fromstring(xml_data) ns = {'ns': 'http://example.com/ns'} items = root.findall('ns:item', ns) plain = root.find('plain') item_texts = [item.text for item in items] item_ids = [item.get('id') for item in items]
print(f'Items: {item_texts}') print(f'IDs: {item_ids}') print(f'Plain: {plain.text}')
assert len(items) == 2, f'Should find 2 namespaced items, found {len(items)}' assert item_texts == ['First', 'Second'] assert item_ids == ['1', '2'] assert plain.text == 'No namespace' # Verify that searching without namespace map finds nothing no_ns_items = root.findall('ns:item') # Without namespace mapping, this sho...
api_usage
45
devbench-api-usage
python
import functools # Create a class that orders by absolute value using total_ordering @functools.total_ordering class AbsVal: def __init__(self, value): self.value = value
def __eq__(self, other): if not isinstance(other, AbsVal): return NotImplemented return abs(self.value) == abs(other.value) def __lt__(self, other): if not isinstance(other, AbsVal): return NotImplemented return abs(self.value) < abs(other.value)
# Test the ordering print(AbsVal(-3) < AbsVal(5)) print(AbsVal(-3) == AbsVal(3))
assert AbsVal(-3) == AbsVal(3), 'Abs values should be equal' assert AbsVal(-3) < AbsVal(5), '-3 < 5 by absolute value' assert AbsVal(5) > AbsVal(-3), '5 > -3 by absolute value' assert AbsVal(-3) <= AbsVal(3), 'Equal means also <=' assert AbsVal(-3) >= AbsVal(3), 'Equal means also >=' assert AbsVal(1) <= AbsVal(2), '1 <...
api_usage
46
devbench-api-usage
python
import typing # Demonstrate get_type_hints resolving string (forward) annotations # When classes are defined dynamically, you need to pass localns
class Node: value: int children: typing.List['Node'] label: typing.Optional[str] = None # Must pass localns={'Node': Node} to resolve forward reference 'Node' hints = typing.get_type_hints(Node, localns={'Node': Node})
print(f'Type hints: {hints}')
assert 'value' in hints assert 'children' in hints assert 'label' in hints assert hints['value'] is int # get_type_hints resolves the string 'Node' to the actual Node class assert hints['children'] == typing.List[Node], f'Expected List[Node], got {hints["children"]}' # Verify that Optional[str] is resolved properly ass...
api_usage
47
devbench-api-usage
python
import dataclasses from collections import OrderedDict @dataclasses.dataclass class Point: x: float y: float z: float = 0.0 @dataclasses.dataclass class Line: start: Point end: Point # Convert nested dataclass to OrderedDict using dict_factory parameter
line = Line(Point(1.0, 2.0), Point(3.0, 4.0, 5.0)) result = dataclasses.asdict(line, dict_factory=OrderedDict) nested_types = [type(v) for v in result.values()]
print(f'Result: {result}') print(f'Type: {type(result)}') print(f'Nested types: {nested_types}')
assert isinstance(result, OrderedDict), f'Expected OrderedDict, got {type(result)}' assert isinstance(result['start'], OrderedDict), 'Nested should also be OrderedDict' assert isinstance(result['end'], OrderedDict), 'Nested should also be OrderedDict' assert result['start']['x'] == 1.0 assert result['start']['y'] == 2....
api_usage
48
devbench-api-usage
python
import enum # Create an enum where auto() generates lowercase member names as values
class LowerEnum(enum.Enum): @staticmethod def _generate_next_value_(name, start, count, last_values): return name.lower() RED = enum.auto() GREEN = enum.auto() BLUE = enum.auto()
print(f'RED={LowerEnum.RED.value}, GREEN={LowerEnum.GREEN.value}, BLUE={LowerEnum.BLUE.value}')
assert LowerEnum.RED.value == 'red', f'Expected red, got {LowerEnum.RED.value!r}' assert LowerEnum.GREEN.value == 'green', f'Expected green, got {LowerEnum.GREEN.value!r}' assert LowerEnum.BLUE.value == 'blue', f'Expected blue, got {LowerEnum.BLUE.value!r}' assert LowerEnum('red') is LowerEnum.RED, 'Should be able to l...
api_usage
49
devbench-api-usage
python
import hmac import hashlib # Use hmac for message authentication and timing-safe comparison
secret = b'my-secret-key' message = b'important data' digest = hmac.new(secret, message, hashlib.sha256).hexdigest() # Timing-safe comparison expected = hmac.new(secret, message, hashlib.sha256).hexdigest() is_valid = hmac.compare_digest(digest, expected)
print(f'Digest: {digest}') print(f'Valid: {is_valid}')
assert is_valid is True, 'Same message should produce matching digest' assert isinstance(digest, str), 'hexdigest should return str' assert len(digest) == 64, f'SHA-256 hexdigest should be 64 chars, got {len(digest)}' # Test with wrong message wrong_digest = hmac.new(secret, b'wrong data', hashlib.sha256).hexdigest() a...
api_usage
50
devbench-api-usage
python
import inspect class MyClass: class_var = 42 _private = 'hidden' def method(self): pass def _private_method(self): pass @staticmethod def static_method(): pass @property def prop(self): return self.class_var # Get only the public methods (not private...
public_methods = inspect.getmembers( MyClass, predicate=lambda m: (inspect.isfunction(m) or inspect.ismethod(m)) ) public_methods = [(name, m) for name, m in public_methods if not name.startswith('_')]
print(f'Public methods: {[name for name, _ in public_methods]}')
names = [name for name, _ in public_methods] assert 'method' in names, f'Should include method, got {names}' assert 'static_method' in names, f'Should include static_method, got {names}' assert '_private_method' not in names, 'Should exclude private methods' assert '_private' not in names, 'Should exclude private attri...
api_usage
1
devbench-code-purpose-understanding
python
class ClaimAccumulator: """Adjudicates simple outpatient visits against member accumulators. post_visit must be idempotent by visit_id. For a new visit it validates the code and billed amount before mutating state. Patient responsibility is applied in this order: optional facility fee, deductible, then ...
def post_visit(self, visit_id, code, billed_amount, facility=False): if visit_id in self.visits: return dict(self.visits[visit_id]) if code not in self.allowed_by_code: raise ValueError("unknown service code") billed_amount = float(billed_amount) if billed_amo...
acc = ClaimAccumulator({'PT': 200, 'XRAY': 150}, deductible_remaining=120, oop_remaining=160) first = acc.post_visit('v1', 'PT', 180, facility=True) assert first == { 'visit_id': 'v1', 'code': 'PT', 'allowed': 180.0, 'patient': 152.0, 'plan': 28.0, 'facility_fee': 25.0, 'deductible': 120.0, 'coinsurance': ...
# Allowed amount is the lower of billed amount and contracted allowed amount. acc2 = ClaimAccumulator({'LAB': 80}, deductible_remaining=30, oop_remaining=100, coinsurance=0.25) res = acc2.post_visit('l1', 'LAB', 50) assert res['allowed'] == 50.0 assert res['deductible'] == 30.0 assert res['coinsurance'] == 5.0 assert ...
code_purpose_understanding
2
devbench-code-purpose-understanding
python
class PayrollLedger: """Posts approved hourly timesheets into payroll. post_timesheet is idempotent by sheet_id. For a new sheet it must validate the employee and hours before mutating anything. Gross pay uses 40 regular hours then 1.5x overtime. Benefit deductions are pre-tax and capped by gross. T...
def post_timesheet(self, sheet_id, emp_id, hours, period): if sheet_id in self.timesheets: return dict(self.timesheets[sheet_id]) if emp_id not in self.employees: raise ValueError("unknown employee") emp = self.employees[emp_id] if not emp['active']: ...
ledger = PayrollLedger() ledger.add_employee('e1', hourly_rate=20, tax_rate=0.10, benefit=50, garnishment_balance=100) check = ledger.post_timesheet('ts1', 'e1', 45, '2026-04') assert check == { 'sheet_id': 'ts1', 'emp_id': 'e1', 'period': '2026-04', 'regular_hours': 40.0, 'overtime_hours': 5.0, 'gross': 9...
# Garnishment is capped at 25% of disposable pay when the balance is large. ledger2 = PayrollLedger() ledger2.add_employee('g1', hourly_rate=40, tax_rate=0.25, benefit=0, garnishment_balance=10000) res = ledger2.post_timesheet('g-ts', 'g1', 40, '2026-05') assert res['gross'] == 1600.0 assert res['tax'] == 400.0 assert...
code_purpose_understanding
3
devbench-code-purpose-understanding
python
class Subscription: VALID_TRANSITIONS = { 'pending': ['active'], 'active': ['paused', 'cancelled'], 'paused': ['active', 'cancelled'], 'cancelled': [] } def __init__(self, user_id, plan, cooldown=0): self.user_id = user_id self.plan = plan self.state ...
def resume(self, timestamp): if self.state != 'paused': raise ValueError(f"Cannot resume from {self.state}") if self.paused_at is not None and (timestamp - self.paused_at) < self.cooldown: raise ValueError("Cooldown period has not elapsed") self._transition('active', ...
sub = Subscription('u1', 'pro', cooldown=100) sub.activate(1000) sub.pause(2000) # Too soon to resume try: sub.resume(2050) assert False, "Should fail due to cooldown" except ValueError: pass # After cooldown sub.resume(2100) assert sub.state == 'active'
# Zero cooldown allows immediate resume sub2 = Subscription('u2', 'basic', cooldown=0) sub2.activate(100) sub2.pause(200) sub2.resume(200) assert sub2.state == 'active' # Exact cooldown boundary is allowed sub3 = Subscription('u3', 'pro', cooldown=50) sub3.activate(100) sub3.pause(200) sub3.resume(250) assert sub3.st...
code_purpose_understanding
4
devbench-code-purpose-understanding
python
class PurchaseOrderBook: """Receives purchase-order shipments into inventory. receive() is idempotent by receipt_id. It validates the purchase order, receipt lines, and over-receipt limits before mutating anything. Accepted units increase on-hand stock and weighted average cost. Defective units go t...
def receive(self, po_id, receipt_id, lines, timestamp): if receipt_id in self.receipts: return dict(self.receipts[receipt_id]) if po_id not in self.orders: raise ValueError("unknown purchase order") order = self.orders[po_id] if order['status'] == 'closed': ...
book = PurchaseOrderBook() book.create_order('PO1', 'Acme', [ {'sku': 'A', 'qty': 10, 'unit_cost': 5.00}, {'sku': 'B', 'qty': 4, 'unit_cost': 2.00}, ]) first = book.receive('PO1', 'R1', [ {'sku': 'A', 'accepted': 6, 'defective': 1}, {'sku': 'B', 'accepted': 4, 'defective': 0}, ], timestamp=100) assert ...
# Duplicate receipt lines for the same SKU are aggregated before over-receipt validation. book2 = PurchaseOrderBook() book2.create_order('PO2', 'Bravo', [{'sku': 'X', 'qty': 5, 'unit_cost': 10.0}]) try: book2.receive('PO2', 'RX', [ {'sku': 'X', 'accepted': 3}, {'sku': 'X', 'accepted': 3}, ], ti...
code_purpose_understanding
5
devbench-code-purpose-understanding
python
class Subscription: VALID_TRANSITIONS = { 'pending': ['active'], 'active': ['paused', 'cancelled', 'active'], 'paused': ['active', 'cancelled'], 'cancelled': [] } def __init__(self, user_id, plan, plan_price, total_days): self.user_id = user_id self.plan = pl...
def upgrade(self, new_plan, new_price, timestamp): if self.state not in ('active', 'paused'): raise ValueError("Can only upgrade active or paused subscriptions") credit = self._compute_proration(self.plan_price) cost = self._compute_proration(new_price) self.balance_due =...
sub = Subscription('u1', 'basic', 100.0, 30) sub.activate(1) sub.use_days(10) sub.upgrade('pro', 150.0, 2) assert sub.plan == 'pro' assert sub.state == 'active' remaining_frac = 20/30 expected_due = round(remaining_frac * 150.0 - remaining_frac * 100.0, 2) assert sub.balance_due == expected_due assert any(e.get('actio...
# Upgrade from paused goes to active sub2 = Subscription('u2', 'basic', 100.0, 30) sub2.activate(1) sub2.use_days(15) sub2.pause(2) sub2.upgrade('pro', 200.0, 3) assert sub2.state == 'active' assert sub2.plan == 'pro' remaining_frac2 = 15/30 expected2 = round(remaining_frac2 * 200.0 - remaining_frac2 * 100.0, 2) asser...
code_purpose_understanding
6
devbench-code-purpose-understanding
python
class CardStatement: """Credit-card statement ledger with a nonstandard payment waterfall. apply_payment is idempotent by payment_id and validates amount before any mutation. Payments allocate in this exact order: fees, interest, cash advance, then purchases. Applied payment releases available credit up...
def apply_payment(self, payment_id, amount, timestamp): if payment_id in self.payments: return dict(self.payments[payment_id]) amount = float(amount) if amount <= 0: raise ValueError("payment amount must be positive") remaining = amount allocations = ...
stmt = CardStatement(1000) stmt.add_balance('purchases', 300) stmt.add_balance('cash_advance', 100) stmt.add_balance('interest', 20) stmt.add_balance('fees', 30) stmt.mark_delinquent() res = stmt.apply_payment('p1', 175, timestamp=10) assert res['allocations'] == {'fees': 30.0, 'interest': 20.0, 'cash_advance': 100.0,...
# Fees and interest are paid before principal balances, and failed ids can be reused. stmt2 = CardStatement(500) stmt2.add_balance('purchases', 100) stmt2.add_balance('interest', 50) try: stmt2.apply_payment('reuse', -5, timestamp=1) assert False except ValueError: pass assert 'reuse' not in stmt2.payments...
code_purpose_understanding
7
devbench-code-purpose-understanding
python
class TaxCalculator: def __init__(self, brackets, std_deduction, phase_out_start): self.brackets = brackets # [(upper_limit, rate), ...], last has None self.std_deduction = std_deduction self.phase_out_start = phase_out_start def compute_tax(self, income): tax = 0.0 pre...
def adjusted_deduction(self, gross_income): if gross_income <= self.phase_out_start: return self.std_deduction excess = gross_income - self.phase_out_start reduction = (excess // 1000) * 100 return max(self.std_deduction - reduction, 0) def tax_owed(self, gross_incom...
calc = TaxCalculator([(50000, 0.10), (None, 0.20)], std_deduction=12000, phase_out_start=80000) # Below phase-out: full deduction assert calc.adjusted_deduction(50000) == 12000 assert calc.tax_owed(50000) == calc.compute_tax(38000) # At phase-out start: full deduction assert calc.adjusted_deduction(80000) == 12000 ...
calc2 = TaxCalculator([(50000, 0.10), (None, 0.20)], std_deduction=12000, phase_out_start=80000) # Exactly at full phase-out assert calc2.adjusted_deduction(200000) == 0 assert calc2.tax_owed(200000) == calc2.compute_tax(200000) # Just over phase-out by $500 (less than $1000, so no reduction yet) assert calc2.adjuste...
code_purpose_understanding
8
devbench-code-purpose-understanding
python
class MarketplaceSettlement: """Settles captured marketplace orders to sellers. settle_order is idempotent by settlement_id. It validates the order exists, is captured, is not disputed, and has a delivery timestamp on or after the capture timestamp before mutating anything. Commission is charged on item...
def settle_order(self, settlement_id, order_id, delivered_at): if settlement_id in self.settlements: return dict(self.settlements[settlement_id]) if order_id not in self.orders: raise ValueError("unknown order") order = self.orders[order_id] if order['seller_i...
ms = MarketplaceSettlement(commission_rate=0.10, reserve_rate=0.05) ms.add_seller('s1', adjustment_balance=20) ms.capture_order('o1', 's1', subtotal=100, shipping=10, captured_at=50) res = ms.settle_order('st1', 'o1', delivered_at=60) assert res == { 'settlement_id': 'st1', 'order_id': 'o1', 'gross': 110.0, 'c...
# Adjustment larger than payout leaves a remaining adjustment and zero payout. ms2 = MarketplaceSettlement(commission_rate=0.20, reserve_rate=0.10) ms2.add_seller('s2', adjustment_balance=500) ms2.capture_order('o2', 's2', subtotal=100, shipping=20, captured_at=10) r2 = ms2.settle_order('st2', 'o2', delivered_at=10) a...
code_purpose_understanding
9
devbench-code-purpose-understanding
python
class WarrantyClaimLedger: """Approves appliance warranty repair claims. approve_repair is idempotent by approval_id. It validates the claim, labor, and all requested parts before mutating anything. Covered parts plus labor form the eligible amount. Uncovered parts and expedited fees are customer re...
def approve_repair(self, approval_id, claim_id, part_lines, labor_hours, vendor, expedited=False): if approval_id in self.approvals: return dict(self.approvals[approval_id]) if claim_id not in self.claims: raise ValueError("unknown claim") claim = self.claims[claim_id...
ledger = WarrantyClaimLedger(coverage_remaining=500, deductible_remaining=100, labor_rate=80) ledger.add_part('PUMP', 50, covered=True) ledger.add_part('KNOB', 30, covered=False) ledger.open_claim('c1', 'SN1') res = ledger.approve_repair('a1', 'c1', [ {'part_no': 'PUMP', 'qty': 2}, {'part_no': 'KNOB', 'qty': 1...
# Coverage cap creates customer excess after deductible. ledger2 = WarrantyClaimLedger(coverage_remaining=50, deductible_remaining=20, labor_rate=100) ledger2.add_part('MOTOR', 100, covered=True) ledger2.open_claim('c2', 'SN2') r2 = ledger2.approve_repair('a2', 'c2', [{'part_no': 'MOTOR', 'qty': 1}], labor_hours=1, ve...
code_purpose_understanding
10
devbench-code-purpose-understanding
python
class Amortizer: """Generates an amortization schedule. Each month: - interest = balance * monthly_rate (rounded to 2 decimals) - For months 1..N-1: payment is fixed, principal = payment - interest - For month N (last): principal = remaining balance, payment = principal + interest This ensures final...
def schedule(self): payment = self.monthly_payment() balance = self.principal result = [] for i in range(1, self.num_payments + 1): interest = round(balance * self.monthly_rate, 2) is_last = (i == self.num_payments) princ = balance if is_last else ...
am = Amortizer(10000, 0.06, 12) sched = am.schedule() assert len(sched) == 12 assert sched[0]['month'] == 1 assert sched[-1]['balance'] == 0.0 assert sched[-1]['month'] == 12 # All non-last payments should be the same payments = [s['payment'] for s in sched[:-1]] assert len(set(payments)) == 1 # Each row: payment =...
# Zero interest rate am2 = Amortizer(1200, 0.0, 12) sched2 = am2.schedule() assert sched2[-1]['balance'] == 0.0 for row in sched2: assert row['interest'] == 0.0 assert row['payment'] == 100.0 # Large loan am3 = Amortizer(500000, 0.05, 360) sched3 = am3.schedule() assert sched3[-1]['balance'] == 0.0 assert len...
code_purpose_understanding
11
devbench-code-purpose-understanding
python
class Inventory: """Batch-tracked inventory system. Each stock addition creates a new batch with a unique sequential ID (format B0001, B0002, ...), quantity, and expiry date. Items are stored as name -> list of batch dicts. add_stock must return the generated batch_id.""" def __init__(self): ...
def add_stock(self, name, qty, expiry): batch_id = self._next_batch_id() batch = {'qty': qty, 'expiry': expiry, 'batch_id': batch_id} if name not in self.items: self.items[name] = [] self.items[name].append(batch) return batch_id
inv = Inventory() b1 = inv.add_stock('aspirin', 100, 20251231) b2 = inv.add_stock('aspirin', 50, 20260630) b3 = inv.add_stock('ibuprofen', 200, 20251130) assert inv.total_quantity('aspirin') == 150 assert inv.total_quantity('ibuprofen') == 200 assert b1 == 'B0001' assert b2 == 'B0002' assert b3 == 'B0003' assert len(...
inv2 = Inventory() bid = inv2.add_stock('bandage', 10, 20301231) assert bid == 'B0001' assert inv2.total_quantity('bandage') == 10 assert inv2.items['bandage'][0]['expiry'] == 20301231 # Adding to same item inv2.add_stock('bandage', 5, 20290101) assert inv2.total_quantity('bandage') == 15 assert len(inv2.items['banda...
code_purpose_understanding
12
devbench-code-purpose-understanding
python
class Inventory: def __init__(self): self.items = {} # name -> list of {'qty': int, 'expiry': int, 'batch_id': str} self._batch_counter = 0 def _next_batch_id(self): self._batch_counter += 1 return f"B{self._batch_counter:04d}" def add_stock(self, name, qty, expiry): ...
def remove_stock_fifo(self, name, qty): if self.total_quantity(name) < qty: raise ValueError("Insufficient stock") rem = qty while rem > 0: take = min(self.items[name][0]['qty'], rem) self.items[name][0]['qty'] -= take rem -= take i...
inv = Inventory() inv.add_stock('widget', 10, 20250101) inv.add_stock('widget', 20, 20260101) inv.add_stock('widget', 5, 20270101) inv.remove_stock_fifo('widget', 15) assert inv.total_quantity('widget') == 20 # First batch fully consumed, second partially assert inv.items['widget'][0]['qty'] == 15 assert inv.items['w...
inv2 = Inventory() inv2.add_stock('nail', 5, 20250101) inv2.add_stock('nail', 5, 20260101) # Exact removal of first batch inv2.remove_stock_fifo('nail', 5) assert inv2.total_quantity('nail') == 5 assert len(inv2.items['nail']) == 1 # Remove all remaining inv2.remove_stock_fifo('nail', 5) assert inv2.total_quantity('...
code_purpose_understanding
13
devbench-code-purpose-understanding
python
class Inventory: def __init__(self): self.items = {} def add_stock(self, name, qty, expiry, unit_cost): if name not in self.items: self.items[name] = [] self.items[name].append({ 'qty': qty, 'expiry': expiry, 'unit_cost': unit_cost }) def total_quant...
def remove_expired(self, current_date): report = {'removed_items': [], 'total_waste_cost': 0.0} for name in list(self.items.keys()): expired = [b for b in self.items[name] if b['expiry'] < current_date] for b in expired: report['removed_items'].append(self._bu...
inv = Inventory() inv.add_stock('milk', 10, 20250101, 2.50) inv.add_stock('milk', 5, 20250601, 2.50) inv.add_stock('bread', 20, 20250115, 1.00) inv.add_stock('cheese', 15, 20260101, 5.00) report = inv.remove_expired(20250301) assert inv.total_quantity('milk') == 5 # only the June batch remains assert inv.total_quan...
inv2 = Inventory() inv2.add_stock('yogurt', 8, 20250101, 3.00) inv2.add_stock('yogurt', 12, 20250201, 3.00) # Remove with date between the two batches report2 = inv2.remove_expired(20250115) assert inv2.total_quantity('yogurt') == 12 assert report2['total_waste_cost'] == 24.0 # Remove all report3 = inv2.remove_expir...
code_purpose_understanding
14
devbench-code-purpose-understanding
python
class Inventory: """Inventory with reorder-point tracking. check_reorder returns a list of dicts for items below their reorder point. Each dict has: name, current, reorder_point, shortfall. Items AT their reorder point do NOT need reorder (strictly less than). Items with reorder points but no stock ...
def check_reorder(self): needs_reorder = [] for name, minimum in self.reorder_points.items(): current = self.total_quantity(name) if current < minimum: needs_reorder.append({ 'name': name, 'current': current, 'reorder_po...
inv = Inventory() inv.add_stock('nails', 50) inv.add_stock('screws', 10) inv.set_reorder_point('nails', 100) inv.set_reorder_point('screws', 5) inv.set_reorder_point('bolts', 20) reorder = inv.check_reorder() names = [r['name'] for r in reorder] assert 'nails' in names # 50 < 100 assert 'bolts' in names # 0 < 20 as...
inv2 = Inventory() inv2.set_reorder_point('x', 10) reorder2 = inv2.check_reorder() assert len(reorder2) == 1 assert reorder2[0]['current'] == 0 assert reorder2[0]['shortfall'] == 10 # All above reorder point inv3 = Inventory() inv3.add_stock('a', 100) inv3.set_reorder_point('a', 50) assert inv3.check_reorder() == [] ...
code_purpose_understanding
15
devbench-code-purpose-understanding
python
class Inventory: """Inventory system with batch merging capability. merge_batches(name) consolidates batches that share the same expiry date. Merged batch qty = sum of quantities. Merged batch unit_cost = weighted average (total_cost / total_qty), rounded to 2 decimal places. Batches with differ...
def merge_batches(self, name): if name not in self.items or len(self.items[name]) <= 1: return groups = {} for b in self.items[name]: groups.setdefault(b['expiry'], {'qty': 0, 'cost': 0.0}) groups[b['expiry']]['qty'] += b['qty'] groups[b['expir...
inv = Inventory() inv.add_stock('aspirin', 100, 20251231, 0.50) inv.add_stock('aspirin', 50, 20251231, 0.60) inv.add_stock('aspirin', 30, 20260630, 0.55) inv.merge_batches('aspirin') assert len(inv.items['aspirin']) == 2 # two distinct expiry dates assert inv.total_quantity('aspirin') == 180 # Find the merged batch...
# Single batch - no change inv2 = Inventory() inv2.add_stock('x', 10, 20250101, 1.00) inv2.merge_batches('x') assert len(inv2.items['x']) == 1 assert inv2.items['x'][0]['unit_cost'] == 1.00 # Non-existent item - no error inv2.merge_batches('nonexistent') # All same expiry inv3 = Inventory() inv3.add_stock('y', 10, 2...
code_purpose_understanding
16
devbench-code-purpose-understanding
python
class PermissionSystem: """Role-based permission system with explicit deny support. Roles have hierarchy levels (higher = more permissions). Permissions have required levels. A user has a role, and can also have explicitly denied permissions. has_permission checks: 1. If user doesn't exist -> Fa...
def has_permission(self, user_id, permission): if user_id not in self.users: return False user = self.users[user_id] if permission in user['denied']: return False role_level = self.ROLE_HIERARCHY[user['role']] perm_level = self.PERMISSION_LEVEL.get(per...
ps = PermissionSystem() ps.add_user('alice', 'admin') ps.add_user('bob', 'manager') ps.add_user('charlie', 'viewer') assert ps.has_permission('alice', 'delete') == True assert ps.has_permission('bob', 'write') == True assert ps.has_permission('bob', 'delete') == False assert ps.has_permission('charlie', 'read') == Tr...
ps2 = PermissionSystem() ps2.add_user('dave', 'admin') ps2.deny_permission('dave', 'delete') # Explicit deny overrides role assert ps2.has_permission('dave', 'delete') == False assert ps2.has_permission('dave', 'write') == True # Unknown user assert ps2.has_permission('unknown', 'read') == False # Unknown permissio...
code_purpose_understanding
17
devbench-code-purpose-understanding
python
class LoanAccount: """Loan servicer with a non-standard payment waterfall. apply_payment(amount, timestamp) must allocate cash in this exact order: 1. late_fees 2. principal 3. accrued_interest 4. unapplied_cash This intentionally differs from the usual interest-before-principal order. C...
def apply_payment(self, amount, timestamp): if amount <= 0: raise ValueError("payment amount must be positive") remaining = round(float(amount), 2) if self.status == 'charged_off': self.recovery_cash = round(self.recovery_cash + remaining, 2) allocation = ...
loan = LoanAccount(100) loan.accrue_interest(30) loan.add_late_fee(10) allocation = loan.apply_payment(50, timestamp=1) assert allocation == { 'late_fees': 10.0, 'principal': 40.0, 'accrued_interest': 0.0, 'unapplied_cash': 0.0, 'recovery_cash': 0.0, } assert loan.principal == 60.0 assert loan.acc...
loan2 = LoanAccount(25) loan2.accrue_interest(7) loan2.add_late_fee(3) alloc = loan2.apply_payment(3, timestamp=10) assert alloc['late_fees'] == 3.0 assert alloc['principal'] == 0.0 assert loan2.principal == 25.0 assert loan2.accrued_interest == 7.0 assert loan2.status == 'current' alloc2 = loan2.apply_payment(32, ti...
code_purpose_understanding
18
devbench-code-purpose-understanding
python
class TemporalPermissions: """Time-bounded permission system. Grants and denials have valid_from (inclusive) and valid_until (exclusive, or None=forever). _is_active checks if an entry is active at a given time. has_permission: deny-overrides-grant. - If any active denial matches -> False - If a...
def has_permission(self, user, perm, current_time): for d in self.denials: if d['user'] == user and d['perm'] == perm and self._is_active(d, current_time): return False for g in self.grants: if g['user'] == user and g['perm'] == perm and self._is_active(g, cur...
tp = TemporalPermissions() tp.grant('alice', 'read', 100, 200) tp.grant('alice', 'write', 100, None) # no expiry tp.deny('alice', 'write', 150, 180) # At time 120: read=yes, write=yes assert tp.has_permission('alice', 'read', 120) == True assert tp.has_permission('alice', 'write', 120) == True # At time 160: read=y...
tp2 = TemporalPermissions() # Grant and deny at same time range - deny wins tp2.grant('bob', 'delete', 0, 100) tp2.deny('bob', 'delete', 0, 100) assert tp2.has_permission('bob', 'delete', 50) == False # Before valid_from tp2.grant('charlie', 'read', 100, None) assert tp2.has_permission('charlie', 'read', 50) == False...
code_purpose_understanding
19
devbench-code-purpose-understanding
python
class ClaimAdjudicator: """Medical claim adjudication with plan accumulators. adjudicate_line(code, billed_amount, prior_auth=False) must: - Denied codes return status 'denied' and do not change accumulators. - Codes requiring prior auth return status 'auth_required' unless prior_auth=True. - allowe...
def adjudicate_line(self, code, billed_amount, prior_auth=False): billed_amount = float(billed_amount) if code in self.denied_codes: report = {'code': code, 'status': 'denied', 'allowed': 0.0, 'patient': 0.0, 'plan': 0.0} self.audit_log.append(report) return repor...
claim = ClaimAdjudicator(deductible_remaining=100, oop_remaining=500, coinsurance=0.2, copay=25) claim.set_allowed_rate('OV', 120) claim.set_allowed_rate('MRI', 600) claim.set_copay_code('OV') claim.require_prior_auth('MRI') claim.deny_code('X999') denied = claim.adjudicate_line('X999', 1000) assert denied == {'code'...
claim2 = ClaimAdjudicator(deductible_remaining=0, oop_remaining=50, coinsurance=0.5, copay=25) claim2.set_allowed_rate('THER', 200) claim2.set_copay_code('THER') ther = claim2.adjudicate_line('THER', 500) # raw patient = copay 25 + 50% of 175 = 112.5, capped by oop_remaining 50 assert ther == {'code': 'THER', 'status'...
code_purpose_understanding
20
devbench-code-purpose-understanding
python
class PaymentLedger: """Authorization/capture ledger. capture(auth_id, capture_id, amount, timestamp) must: - Treat capture_id as idempotency key: repeated capture_id returns the original report and does not append another audit entry. - Validate before mutating: auth must exist, amount must be po...
def capture(self, auth_id, capture_id, amount, timestamp): if capture_id in self.captures: return self.captures[capture_id] if auth_id not in self.authorizations: raise ValueError("unknown authorization") amount = self._money(float(amount)) if amount <= 0: ...
ledger = PaymentLedger(fee_rate=0.029) ledger.authorize('auth-1', 100.00) cap1 = ledger.capture('auth-1', 'cap-1', 40.00, timestamp=10) assert cap1 == { 'auth_id': 'auth-1', 'capture_id': 'cap-1', 'amount': 40.0, 'fee': 1.16, 'net': 38.84, 'remaining_auth': 60.0, 'status': 'partially_captured', 'ts': 10, ...
ledger2 = PaymentLedger(fee_rate=0.10) ledger2.authorize('a', 10) try: ledger2.capture('missing', 'c0', 1, timestamp=1) assert False, "unknown auth should fail" except ValueError: pass try: ledger2.capture('a', 'c0', 0, timestamp=1) assert False, "zero capture should fail" except ValueError: pa...
code_purpose_understanding
21
devbench-code-purpose-understanding
python
class TransferPicker: """Warehouse transfer picking. pick(sku, qty, pick_id, ship_date) must: - Treat pick_id as idempotency key: replay returns the original report and does not reserve more stock or append another audit entry. - Ignore expired batches where expiry <= ship_date. - Allocate by ...
def pick(self, sku, qty, pick_id, ship_date): if pick_id in self.picks: return self.picks[pick_id] if qty <= 0: raise ValueError("pick quantity must be positive") candidates = [] for batch in self.stock.get(sku, []): available = batch['qty'] - batc...
picker = TransferPicker() picker.add_batch('A', 'late', 5, 20250601) picker.add_batch('A', 'early', 4, 20250501) picker.add_batch('A', 'expired', 99, 20250401) report = picker.pick('A', 7, 'pick-1', 20250415) assert report == { 'pick_id': 'pick-1', 'sku': 'A', 'qty': 7, 'ship_date': 20250415, 'all...
picker2 = TransferPicker() picker2.add_batch('B', 'b1', 1, 20250102) picker2.add_batch('B', 'b2', 2, 20250103) try: picker2.pick('B', 0, 'bad', 20250101) assert False, "zero qty should fail" except ValueError: pass assert picker2._snapshot('B') == [ {'batch_id': 'b1', 'qty': 1, 'reserved': 0, 'expiry':...
code_purpose_understanding
22
devbench-code-purpose-understanding
python
class UsageBilling: """Usage invoice closing. close_period(period_id) must: - Be idempotent: if the period was already invoiced, return the same invoice object and do not append audit entries again. - Sum only events for period_id whose billed flag is False. - subtotal = base_fee + max(units -...
def close_period(self, period_id): if period_id in self.invoices: return self.invoices[period_id] period_events = [event for event in self.events if event['period_id'] == period_id and not event['billed']] units = sum(event['units'] for event in period_events) overage_uni...
billing = UsageBilling(base_fee=100, included_units=1000, overage_rate=0.10, minimum_commit=150) billing.record_usage('e1', '2026-01', 800) billing.record_usage('e2', '2026-01', 500) billing.record_usage('e3', '2026-02', 999) billing.add_credit('c1', 30) billing.add_credit('c2', 200) invoice = billing.close_period('2...
billing2 = UsageBilling(base_fee=50, included_units=10, overage_rate=2, minimum_commit=0) billing2.record_usage('a', 'p1', 5) billing2.record_usage('b', 'p1', 20) billing2.add_credit('credit', 15) invoice2 = billing2.close_period('p1') assert invoice2 == { 'period_id': 'p1', 'units': 25, 'overage_units': 1...
code_purpose_understanding
23
devbench-code-purpose-understanding
python
class LeaveLedger: """Employee leave request ledger. request_leave(employee, request_id, dates, leave_type, half_days=()) must: - Be idempotent by request_id: replay returns the original report object without changing balances or audit log. - Validate before mutating: employee exists, dates are no...
def request_leave(self, employee, request_id, dates, leave_type, half_days=()): if request_id in self.requests: return self.requests[request_id] if employee not in self.employees: raise ValueError("unknown employee") if not dates: raise ValueError("leave d...
ledger = LeaveLedger() ledger.add_employee('alice', vacation=5, sick=1) ledger.add_blackout('2026-12-25') vac = ledger.request_leave('alice', 'r1', ['2026-05-01', '2026-05-02'], 'vacation', half_days=['2026-05-02']) assert vac == { 'employee': 'alice', 'request_id': 'r1', 'dates': ['2026-05-01', '2026-05-02']...
ledger2 = LeaveLedger() ledger2.add_employee('bob', vacation=1, sick=0) for args in [ ('missing', 'x', ['2026-01-01'], 'vacation'), ('bob', 'x', [], 'vacation'), ('bob', 'x', ['2026-01-01'], 'jury'), ]: try: ledger2.request_leave(*args) assert False, "invalid request should fail" ex...
code_purpose_understanding
24
devbench-code-purpose-understanding
python
class EntitlementLedger: """Feature entitlement consumption. consume(user, feature, units, request_id, timestamp) must: - Be idempotent by request_id: replay returns the original result object and does not consume more units or append another audit entry. - Active denials override grants. Denials ...
def consume(self, user, feature, units, request_id, timestamp): if request_id in self.consumptions: return self.consumptions[request_id] if units <= 0: raise ValueError("units must be positive") for denial in self.denials: if denial['user'] == user and den...
ledger = EntitlementLedger() ledger.grant('g-late', 'u1', 'api', 10, valid_from=0, valid_until=None) ledger.grant('g-soon', 'u1', 'api', 4, valid_from=0, valid_until=50) ledger.grant('g-expired', 'u1', 'api', 99, valid_from=0, valid_until=10) ledger.grant('g-other', 'u2', 'api', 100, valid_from=0, valid_until=50) res...
ledger2 = EntitlementLedger() ledger2.grant('a', 'u', 'f', 1, 10, 20) try: ledger2.consume('u', 'f', 1, 'early', timestamp=9) assert False, "grant not active yet" except ValueError: pass assert ledger2._snapshot()[0]['remaining'] == 1 try: ledger2.consume('u', 'f', 0, 'zero', timestamp=10) assert ...
code_purpose_understanding
25
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python
class LWWProjection: """Last-Writer-Wins projection. Each key tracks the timestamp of the last write. A write with an older timestamp is ignored. Deletes are tracked as tombstones with timestamps. apply_event handles 'set' and 'delete' actions with timestamp 'ts'. For 'set': ignore if tombstone >= t...
def apply_event(self, event): key, ts, action = event['key'], event['ts'], event['action'] if action == 'set': if self._is_stale_set(key, ts): return self.data[key], self.timestamps[key] = event['value'], ts elif action == 'delete': if self...
proj = LWWProjection() events = [ {'key': 'x', 'action': 'set', 'value': 1, 'ts': 100}, {'key': 'x', 'action': 'set', 'value': 2, 'ts': 200}, {'key': 'x', 'action': 'set', 'value': 0, 'ts': 50}, # old, ignored ] proj.project(events) assert proj.data == {'x': 2} # Delete then set with older timestamp proj...
# Set after delete with newer timestamp proj3 = LWWProjection() proj3.project([ {'key': 'z', 'action': 'set', 'value': 1, 'ts': 100}, {'key': 'z', 'action': 'delete', 'ts': 200}, {'key': 'z', 'action': 'set', 'value': 2, 'ts': 300}, # newer than delete ]) assert proj3.data == {'z': 2} # Equal timestamps:...
code_purpose_understanding
26
devbench-code-purpose-understanding
python
class MilestoneEscrow: """Construction milestone escrow. record_progress(milestone_id, release_id, percent_complete, defects_open, timestamp) must: - Be idempotent by release_id. - Validate before mutating: milestone exists and percent_complete is between the current percent and 100 inclusive....
def record_progress(self, milestone_id, release_id, percent_complete, defects_open, timestamp): if release_id in self.releases: return self.releases[release_id] if milestone_id not in self.milestones: raise ValueError("unknown milestone") milestone = self.milestones[m...
escrow = MilestoneEscrow() escrow.add_milestone('foundation', amount=1000, holdback_rate=0.10) r1 = escrow.record_progress('foundation', 'rel-1', 40, defects_open=False, timestamp=1) assert r1 == { 'milestone_id': 'foundation', 'release_id': 'rel-1', 'delta_percent': 40.0, 'gross_earned': 400.0, 'holdback': 4...
escrow2 = MilestoneEscrow() escrow2.add_milestone('roof', amount=333.33, holdback_rate=0.15) try: escrow2.record_progress('missing', 'x', 10, False, 1) assert False, "unknown milestone" except ValueError: pass try: escrow2.record_progress('roof', 'x', 101, False, 1) assert False, "over 100 percent"...
code_purpose_understanding
27
devbench-code-purpose-understanding
python
class PharmacyRefill: """Prescription refill policy using integer service days. fill(rx_id, fill_id, requested_days, service_day, expedited=False) must: - Be idempotent by fill_id. - Validate before mutating: rx exists, requested_days > 0, prescription is active. - First fill does not consume a refi...
def fill(self, rx_id, fill_id, requested_days, service_day, expedited=False): if fill_id in self.fills: return self.fills[fill_id] if rx_id not in self.prescriptions: raise ValueError("unknown prescription") rx = self.prescriptions[rx_id] if not rx['active']: ...
pharm = PharmacyRefill(plan_max_days=30, refill_threshold=0.8) pharm.add_prescription('rx1', daily_qty=2, refills=1, tier='preferred') first = pharm.fill('rx1', 'fill-1', 30, service_day=100) assert first == { 'rx_id': 'rx1', 'fill_id': 'fill-1', 'days_supply': 30, 'quantity': 60, 'copay': 20.0, 'refills_rema...
pharm2 = PharmacyRefill(plan_max_days=30, refill_threshold=0.75) pharm2.add_prescription('ctrl', daily_qty=1, refills=1, controlled=True) for args in [ ('missing', 'x', 1, 1, False), ('ctrl', 'x', 0, 1, False), ('ctrl', 'x', 31, 1, False), ('ctrl', 'x', 31, 1, True), ]: try: pharm2.fill(*ar...
code_purpose_understanding
28
devbench-code-purpose-understanding
python
class IncidentSLA: """Incident SLA state machine using integer minute timestamps. transition(event_id, new_state, timestamp, reason='') must: - Be idempotent by event_id. - Enforce transitions: open -> acknowledged acknowledged -> paused or mitigated paused -> acknowledged mitiga...
def transition(self, event_id, new_state, timestamp, reason=''): if event_id in self.events: return self.events[event_id] if new_state not in self.ALLOWED[self.state]: raise ValueError(f"Cannot transition from {self.state} to {new_state}") old_state = self.state ...
inc = IncidentSLA('inc1', created_at=100, ack_target=10, resolve_target=60) ack = inc.transition('e1', 'acknowledged', 108, reason='paged') assert ack == { 'event_id': 'e1', 'from': 'open', 'to': 'acknowledged', 'ts': 108, 'reason': 'paged', 'elapsed': 8, 'paused_total': 0, 'ack_breached': False, 'resolve_...
inc2 = IncidentSLA('inc2', created_at=0, ack_target=5, resolve_target=20) before = inc2._snapshot() try: inc2.transition('bad', 'resolved', 1) assert False, "invalid transition" except ValueError: pass assert inc2._snapshot() == before assert inc2.audit_log == [] late_ack = inc2.transition('a', 'acknowled...
code_purpose_understanding
29
devbench-code-purpose-understanding
python
class LRUCache: def __init__(self, max_size): self.max_size = max_size self.cache = {} self.access_order = [] # most-recently-used at the END def _touch(self, key): if key in self.access_order: self.access_order.remove(key) self.access_order.append(key) ...
def set(self, key, value): if key in self.cache: self.cache[key] = value self._touch(key) return if len(self.cache) >= self.max_size: evicted = self.access_order.pop(0) del self.cache[evicted] self.cache[key] = value self._t...
lru = LRUCache(3) lru.set('a', 1) lru.set('b', 2) lru.set('c', 3) lru.get('a') # Adding 'd' should evict 'b' (LRU), not 'a' lru.set('d', 4) assert lru.get('b') is None, 'b should have been evicted (LRU)' assert lru.get('a') == 1 assert lru.get('c') == 3 assert lru.get('d') == 4
lru2 = LRUCache(2) lru2.set('x', 1) lru2.set('y', 2) lru2.set('x', 10) assert lru2.get('x') == 10 assert lru2.get('y') == 2 lru3 = LRUCache(3) lru3.set('a', 1) lru3.set('b', 2) lru3.set('c', 3) lru3.get('a') lru3.get('b') lru3.set('d', 4) # evict 'c' assert lru3.get('c') is None assert lru3.get('a') == 1 assert lru3....
code_purpose_understanding
30
devbench-code-purpose-understanding
python
class TwoLevelCache: def __init__(self, l1_max_size): self.l1 = {} self.l1_order = [] self.l1_max = l1_max_size self.l2 = {} def _l1_evict(self): if len(self.l1) > self.l1_max: oldest = self.l1_order.pop(0) del self.l1[oldest] # Inclus...
def get(self, key): if key in self.l1: self._l1_touch(key); return self.l1[key] if key in self.l2: self.l1[key] = self.l2[key] self._l1_touch(key); self._l1_evict() return self.l2[key] return None def set(self, key, value): self.l1...
tc = TwoLevelCache(2) tc.set('a', 1) tc.set('b', 2) tc.set('c', 3) # evicts 'a' from L1 assert tc.l1.get('a') is None assert tc.l2.get('a') == 1 # inclusive: L2 keeps it assert tc.get('a') == 1 # promotes from L2 assert 'a' in tc.l1
tc2 = TwoLevelCache(2) tc2.set('x', 10) assert tc2.l1['x'] == 10 assert tc2.l2['x'] == 10 tc2.set('y', 20) tc2.set('z', 30) assert 'x' not in tc2.l1 assert tc2.get('x') == 10 tc3 = TwoLevelCache(1) tc3.set('a', 1) tc3.set('b', 2) tc3.set('c', 3) assert tc3.l2 == {'a': 1, 'b': 2, 'c': 3} assert tc3.get('a') == 1
code_purpose_understanding
31
devbench-code-purpose-understanding
python
class FixedWindowRateLimiter: """Allows N requests per fixed time window. Window resets at fixed intervals from epoch, not rolling.""" def __init__(self, max_requests, window_seconds, clock=None): self.max_requests = max_requests self.window_seconds = window_seconds self.clock = clo...
def allow(self, key='default'): now = self.clock() wid = self._window_id(now) bucket = (key, wid) current = self.counts.get(bucket, 0) if current >= self.max_requests: return False self.counts[bucket] = current + 1 return True
class FakeClock: def __init__(self, start=0): self.now = start def __call__(self): return self.now def advance(self, s): self.now += s clock = FakeClock(100) rl = FixedWindowRateLimiter(3, 10, clock=clock) assert rl.allow('u1') == True assert rl.allow('u1') == True assert rl.allow('...
clock2 = FakeClock(19) rl2 = FixedWindowRateLimiter(2, 10, clock=clock2) assert rl2.allow() == True assert rl2.allow() == True assert rl2.allow() == False clock2.advance(1) assert rl2.allow() == True rl3 = FixedWindowRateLimiter(1, 10, clock=FakeClock(0)) assert rl3.allow('a') == True assert rl3.allow('a') == False as...
code_purpose_understanding
32
devbench-code-purpose-understanding
python
class TokenBucketLimiter: """Tokens refill at 'rate' per second up to 'max_burst'. Each allow() consumes one token. New keys start with max_burst tokens.""" def __init__(self, rate, max_burst, clock=None): self.rate = rate self.max_burst = max_burst self.clock = clock or (lambda: __...
def allow(self, key='default'): now = self.clock() if key not in self.tokens: self.tokens[key] = self.max_burst self.last_refill[key] = now elapsed = now - self.last_refill[key] self.tokens[key] = min(self.max_burst, self.tokens[key] + elapsed * self.rate) ...
class FakeClock: def __init__(self, start=0): self.now = start def __call__(self): return self.now def advance(self, s): self.now += s clock = FakeClock(0) tb = TokenBucketLimiter(rate=1, max_burst=5, clock=clock) for i in range(5): assert tb.allow() == True, f'Burst {i} should...
clock2 = FakeClock(0) tb2 = TokenBucketLimiter(rate=2, max_burst=3, clock=clock2) for _ in range(3): tb2.allow() assert tb2.allow() == False clock2.advance(0.5) assert tb2.allow() == True assert tb2.allow() == False clock3 = FakeClock(0) tb3 = TokenBucketLimiter(rate=1, max_burst=1, clock=clock3) assert tb3.allow('a')...
code_purpose_understanding
33
devbench-code-purpose-understanding
python
class QuotaManager: """Daily and monthly quotas reset at calendar boundaries. Daily resets at midnight (day change). Monthly resets on 1st. Both must have capacity for a request to be allowed.""" def __init__(self, daily_limit, monthly_limit, clock=None): self.daily_limit = daily_limit ...
def check_and_consume(self, user): year, month, day = self.clock() d_key = (user, year, month, day) m_key = (user, year, month) d_used = self.daily_usage.get(d_key, 0) m_used = self.monthly_usage.get(m_key, 0) if d_used >= self.daily_limit or m_used >= self.monthly_li...
current_date = [2024, 1, 15] def fake_clock(): return tuple(current_date) qm = QuotaManager(daily_limit=3, monthly_limit=5, clock=fake_clock) assert qm.check_and_consume('alice') == True assert qm.check_and_consume('alice') == True assert qm.check_and_consume('alice') == True assert qm.check_and_consume('alice') ...
current_date[:] = [2024, 2, 1] assert qm.check_and_consume('alice') == True # new month resets assert qm.check_and_consume('bob') == True current_date[:] = [2024, 2, 2] assert qm.check_and_consume('bob') == True
code_purpose_understanding
34
devbench-code-purpose-understanding
python
class EndpointRateLimiter: def __init__(self, clock=None): self.clock = clock or (lambda: __import__('time').monotonic()) self.limits = {} # endpoint -> (max_req, window_sec) self.requests = {} # (endpoint, user, window_id) -> count def configure(self, endpoint, max_requests, wi...
def allow(self, endpoint, user=None): if endpoint not in self.limits: return True max_req, window_sec = self.limits[endpoint] now = self.clock() wid = int(now // window_sec) key = (endpoint, user, wid) current = self.requests.get(key, 0) if current...
class FakeClock: def __init__(self, start=0): self.now = start def __call__(self): return self.now def advance(self, s): self.now += s clock = FakeClock(0) erl = EndpointRateLimiter(clock=clock) erl.configure('/api/search', 2, 60) erl.configure('/api/upload', 1, 60) assert erl.allo...
clock2 = FakeClock(0) erl2 = EndpointRateLimiter(clock=clock2) erl2.configure('/api/data', 1, 60) assert erl2.allow('/api/data', 'alice') == True assert erl2.allow('/api/data', 'alice') == False assert erl2.allow('/api/data', 'bob') == True clock2.advance(60) assert erl2.allow('/api/data', 'alice') == True
code_purpose_understanding
35
devbench-code-purpose-understanding
python
class TieredRateLimiter: def __init__(self, clock=None): self.clock = clock or (lambda: __import__('time').monotonic()) self.tiers = {} self.user_tiers = {} self.counts = {} self.default_tier = 'basic' def define_tier(self, name, max_requests, window_seconds): se...
def allow(self, user): tier = self.user_tiers.get(user, self.default_tier) if tier not in self.tiers: return True max_req, window_sec = self.tiers[tier] now = self.clock() key = (user, int(now // window_sec)) current = self.counts.get(key, 0) if cu...
class FakeClock: def __init__(self, start=0): self.now = start def __call__(self): return self.now clock = FakeClock(0) trl = TieredRateLimiter(clock=clock) trl.define_tier('basic', 2, 60) trl.define_tier('premium', 10, 60) trl.assign_user('alice', 'premium') assert trl.allow('alice') == True ...
clock2 = FakeClock(0) trl2 = TieredRateLimiter(clock=clock2) trl2.define_tier('basic', 2, 60) trl2.define_tier('premium', 5, 60) trl2.assign_user('vip', 'premium') for _ in range(5): assert trl2.allow('vip') == True assert trl2.allow('vip') == False for _ in range(2): assert trl2.allow('stranger') == True ass...
code_purpose_understanding
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devbench-code-purpose-understanding
python
class ValidationResult: def __init__(self, is_valid, errors=None): self.is_valid = is_valid self.errors = errors or [] class FailFastValidator: """Runs validators in order. Stops at the FIRST failure. Each validator returns (bool, error_message).""" def __init__(self): self.val...
def validate(self, data): for name, fn in self.validators: ok, msg = fn(data) if not ok: return ValidationResult(False, [f'{name}: {msg}']) return ValidationResult(True)
v = FailFastValidator() v.add('not_empty', lambda d: (bool(d.get('name')), 'name is required')) v.add('name_length', lambda d: (len(d.get('name', '')) >= 2, 'name too short')) v.add('has_email', lambda d: (bool(d.get('email')), 'email is required')) result = v.validate({'name': 'Alice', 'email': 'a@b.com'}) assert res...
v2 = FailFastValidator() r = v2.validate({}) assert r.is_valid == True v3 = FailFastValidator() v3.add('a', lambda d: (False, 'err_a')) v3.add('b', lambda d: (False, 'err_b')) v3.add('c', lambda d: (False, 'err_c')) r3 = v3.validate({}) assert len(r3.errors) == 1 assert 'a' in r3.errors[0]
code_purpose_understanding
37
devbench-code-purpose-understanding
python
class ValidationError: def __init__(self, field, message): self.field = field self.message = message class CollectAllValidator: """Runs ALL validators regardless of failures. Collects every error.""" def __init__(self): self.validators = [] def add(self, field, validator_fn): ...
def validate(self, data): errors = [] for field, fn in self.validators: ok, msg = fn(data) if not ok: errors.append(ValidationError(field, msg)) return errors
v = CollectAllValidator() v.add('name', lambda d: (bool(d.get('name')), 'required')) v.add('email', lambda d: ('@' in d.get('email', ''), 'invalid')) v.add('age', lambda d: (isinstance(d.get('age'), int) and d['age'] >= 0, 'bad age')) errors = v.validate({}) assert len(errors) == 3, f'Expected 3 errors, got {len(error...
v2 = CollectAllValidator() assert v2.validate({}) == [] v3 = CollectAllValidator() v3.add('x', lambda d: (False, 'x wrong')) v3.add('y', lambda d: (False, 'y wrong')) errs = v3.validate({}) assert errs[0].message == 'x wrong' assert errs[1].message == 'y wrong'
code_purpose_understanding
38
devbench-code-purpose-understanding
python
class DependentValidator: """Validators can depend on others. Only runs if all deps passed. Skipped validators do not appear in errors.""" def __init__(self): self.validators = {} self.order = [] def add(self, name, fn, depends_on=None): self.validators[name] = {'fn': fn, 'deps...
def validate(self, data): errors, passed = {}, set() for name in self.order: v = self.validators[name] if not all(d in passed for d in v['deps']): continue ok, msg = v['fn'](data) if ok: passed.add(name) else...
dv = DependentValidator() dv.add('has_email', lambda d: ('@' in d.get('email', ''), 'invalid email')) dv.add('email_domain', lambda d: (d.get('email', '').endswith('.com'), 'must be .com'), depends_on=['has_email']) dv.add('has_name', lambda d: (bool(d.get('name')), 'name required')) errors, passed = dv.validate({'ema...
dv2 = DependentValidator() dv2.add('a', lambda d: (False, 'a failed')) dv2.add('b', lambda d: (False, 'b failed'), depends_on=['a']) dv2.add('c', lambda d: (False, 'c failed'), depends_on=['b']) errs, p = dv2.validate({}) assert errs == {'a': 'a failed'} assert p == set() dv3 = DependentValidator() dv3.add('x', lambda...
code_purpose_understanding
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devbench-code-purpose-understanding
python
class SanitizationPipeline: """Runs sanitizers in sequence. Tracks which ones actually modified the data (output differs from input).""" def __init__(self): self.sanitizers = [] def add(self, name, sanitizer_fn): self.sanitizers.append((name, sanitizer_fn))
def run(self, data): applied = [] current = data for name, fn in self.sanitizers: result = fn(current) if result != current: applied.append(name) current = result return current, applied
sp = SanitizationPipeline() sp.add('strip', lambda s: s.strip()) sp.add('lower', lambda s: s.lower()) sp.add('remove_dots', lambda s: s.replace('.', '')) result, applied = sp.run(' Hello.World ') assert result == 'helloworld' assert applied == ['strip', 'lower', 'remove_dots'] result2, applied2 = sp.run('helloworld...
sp2 = SanitizationPipeline() sp2.add('strip', lambda s: s.strip()) sp2.add('lower', lambda s: s.lower()) r, a = sp2.run(' hello ') assert r == 'hello' assert a == ['strip'] sp3 = SanitizationPipeline() r3, a3 = sp3.run('test') assert r3 == 'test' assert a3 == [] sp4 = SanitizationPipeline() sp4.add('a_to_b', lambda...
code_purpose_understanding
40
devbench-code-purpose-understanding
python
class NormalizeAndValidate: """Normalizes data, then validates the NORMALIZED version. Preserves original data for auditing.""" def __init__(self): self.normalizers = {} self.validators = [] def add_normalizer(self, field, fn): self.normalizers[field] = fn def add_validato...
def process(self, data): original = dict(data) normalized = dict(data) for field, fn in self.normalizers.items(): if field in normalized: normalized[field] = fn(normalized[field]) errors = [] for field, fn, msg in self.validators: if no...
nv = NormalizeAndValidate() nv.add_normalizer('email', lambda e: e.strip().lower()) nv.add_normalizer('name', lambda n: n.strip()) nv.add_validator('email', lambda e: e and '@' in e, 'invalid email') nv.add_validator('name', lambda n: n and len(n) >= 2, 'name too short') r = nv.process({'email': ' ALICE@X.COM ', 'na...
nv2 = NormalizeAndValidate() nv2.add_normalizer('x', lambda v: v.upper()) nv2.add_validator('x', lambda v: v is not None, 'x required') r = nv2.process({}) assert r['valid'] == False assert 'x' not in r['normalized'] r2 = nv2.process({'x': 'hello', 'extra': 42}) assert r2['valid'] == True assert r2['normalized']['x'] ...
code_purpose_understanding
41
devbench-code-purpose-understanding
python
class ApprovalChain: def __init__(self, required_approvals): self.required = required_approvals self.decisions = [] self.status = 'pending' def _record(self, approver, decision, reason=''): self.decisions.append((approver, decision, reason))
def decide(self, approver, decision, reason=''): if self.status != 'pending': return self.status self._record(approver, decision, reason) if decision == 'reject': self.status = 'rejected' elif decision == 'approve': approvals = sum(1 for _, d, _ in...
chain = ApprovalChain(required_approvals=2) chain.decide('mgr', 'approve', 'ok') assert chain.status == 'pending' chain.decide('dir', 'approve', 'agreed') assert chain.status == 'approved' chain.decide('vp', 'reject', 'too late') assert chain.status == 'approved' # unchanged chain2 = ApprovalChain(required_approval...
c = ApprovalChain(required_approvals=1) c.decide('boss', 'approve') assert c.status == 'approved' c2 = ApprovalChain(required_approvals=1) c2.decide('a', 'skip') c2.decide('b', 'skip') c2.decide('c', 'reject') assert c2.status == 'rejected' c3 = ApprovalChain(required_approvals=1) c3.decide('a', 'reject') result = c3...
code_purpose_understanding
42
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python
class EscalatingWorkflow: def __init__(self, approver_chain, clock=None): self.chain = list(approver_chain) self.idx = 0 self.status = 'pending' self.history = [] self.clock = clock or (lambda: 0) def current_approver(self): return self.chain[self.idx] if self.id...
def escalate(self): if self.status != 'pending': return self.status cur = self.current_approver() self.history.append((cur, 'escalated', self.clock())) self.idx += 1 if self.idx >= len(self.chain): self.status = 'rejected' return self.status
wf = EscalatingWorkflow(['mgr', 'dir', 'vp']) assert wf.current_approver() == 'mgr' assert wf.decide('dir', 'approve') == 'wrong_approver' assert wf.status == 'pending' wf.escalate() assert wf.current_approver() == 'dir' assert wf.history[-1][1] == 'escalated' wf.decide('dir', 'approve') assert wf.status == 'approved...
wf3 = EscalatingWorkflow(['boss']) wf3.decide('boss', 'approve') assert wf3.status == 'approved' wf4 = EscalatingWorkflow(['a', 'b', 'c']) wf4.decide('a', 'reject') assert wf4.status == 'rejected' result = wf4.escalate() assert wf4.status == 'rejected' wf5 = EscalatingWorkflow(['a', 'b']) wf5.escalate() wf5.decide('b...
code_purpose_understanding
43
devbench-code-purpose-understanding
python
class TransactionalWorkflow: def __init__(self): self.steps = [] self.completed = [] self.rolled_back = [] self.status = 'idle' def add_step(self, name, do_fn, undo_fn): self.steps.append((name, do_fn, undo_fn))
def execute(self): self.status, self.completed, self.rolled_back, done = 'running', [], [], [] for name, do_fn, undo_fn in self.steps: if not do_fn(): for n, u in reversed(done): u(); self.rolled_back.append(n) self.status = 'rolled_bac...
log = [] wf = TransactionalWorkflow() wf.add_step('s1', lambda: (log.append('do1'), True)[1], lambda: log.append('undo1')) wf.add_step('s2', lambda: (log.append('do2'), True)[1], lambda: log.append('undo2')) wf.add_step('s3', lambda: (log.append('do3'), False)[1], lambda: log.append('undo3')) assert wf.execute() == Fa...
log2 = [] wf3 = TransactionalWorkflow() wf3.add_step('x', lambda: False, lambda: log2.append('undo_x')) assert wf3.execute() == False assert wf3.completed == [] assert wf3.rolled_back == [] assert log2 == [] wf4 = TransactionalWorkflow() wf4.add_step('only', lambda: True, lambda: None) assert wf4.execute() == True ass...
code_purpose_understanding
44
devbench-code-purpose-understanding
python
class WorkflowStateMachine: def __init__(self, initial_state): self.state = initial_state self.transitions = {} self.history = [initial_state] def allow_transition(self, from_state, to_state): if from_state not in self.transitions: self.transitions[from_state] = set(...
def advance(self, to_state): allowed = self.transitions.get(self.state, set()) if to_state not in allowed: return False self.state = to_state self.history.append(to_state) return True def can_advance(self, to_state): return to_state in self.transition...
wf = WorkflowStateMachine('draft') wf.allow_transition('draft', 'review') wf.allow_transition('review', 'approved') wf.allow_transition('review', 'rejected') wf.allow_transition('rejected', 'draft') assert wf.advance('review') == True assert wf.advance('draft') == False # review->draft not allowed assert wf.state == ...
wf3 = WorkflowStateMachine('draft') wf3.allow_transition('draft', 'review') wf3.allow_transition('review', 'rejected') wf3.allow_transition('rejected', 'draft') wf3.advance('review') wf3.advance('rejected') wf3.advance('draft') assert wf3.history == ['draft', 'review', 'rejected', 'draft'] wf4 = WorkflowStateMachine('...
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devbench-code-purpose-understanding
python
class QuorumApproval: """Requires N approvals from M approvers. Auto-approved when threshold met. Auto-rejected when impossible to reach threshold.""" def __init__(self, approvers, threshold): self.approvers = set(approvers) self.threshold = threshold self.votes = {} sel...
def vote(self, approver, decision): if self.status != 'pending': return self.status if approver not in self.approvers: return 'invalid_approver' if approver in self.votes: return 'already_voted' self.votes[approver] = decision approvals = sum(1 for v in self.votes.values() if...
qa = QuorumApproval({'alice', 'bob', 'charlie', 'dave'}, threshold=2) qa.vote('alice', 'reject') assert qa.status == 'pending' # still possible qa.vote('bob', 'approve') assert qa.status == 'pending' qa.vote('charlie', 'approve') assert qa.status == 'approved' qa2 = QuorumApproval({'a', 'b', 'c'}, threshold=2) qa2...
qa3 = QuorumApproval({'x', 'y', 'z'}, threshold=1) qa3.vote('x', 'reject') qa3.vote('y', 'reject') assert qa3.status == 'pending' qa3.vote('z', 'reject') assert qa3.status == 'rejected' qa4 = QuorumApproval({'a', 'b'}, threshold=1) qa4.vote('a', 'approve') assert qa4.status == 'approved' qa5 = QuorumApproval({'a'}, t...
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46
devbench-code-purpose-understanding
python
import math class PercentileCalculator: """Nearest-rank method. For percentile P and N values: rank = ceil(P / 100 * N), 1-indexed. P=0 returns minimum. P=100 returns maximum.""" def __init__(self, values): self.sorted_values = sorted(values) self.n = len(self.sorted_values)
def percentile(self, p): if self.n == 0: return None if p <= 0: return self.sorted_values[0] if p >= 100: return self.sorted_values[-1] rank = math.ceil(p / 100 * self.n) return self.sorted_values[rank - 1] def median(self): re...
pc = PercentileCalculator([15, 20, 35, 40, 50]) assert pc.percentile(50) == 35 # ceil(2.5)=3, idx 2 assert pc.percentile(25) == 20 # ceil(1.25)=2, idx 1 assert pc.percentile(75) == 40 # ceil(3.75)=4, idx 3 assert pc.percentile(0) == 15 assert pc.percentile(100) == 50 assert pc.median() == 35
pc2 = PercentileCalculator([42]) assert pc2.percentile(50) == 42 assert pc2.percentile(1) == 42 pc3 = PercentileCalculator([10, 20]) assert pc3.percentile(50) == 10 # ceil(1)=1, idx 0 assert pc3.percentile(51) == 20 # ceil(1.02)=2, idx 1 pc4 = PercentileCalculator([5, 1, 3, 2, 4]) assert pc4.percentile(20) == 1 ass...
code_purpose_understanding
47
devbench-code-purpose-understanding
python
class Histogram: """Fixed-width histogram. Buckets cover [lower, lower+width). Values below start -> underflow. Values >= end -> overflow.""" def __init__(self, start, width, num_buckets): self.start = start self.width = width self.num_buckets = num_buckets self.buckets = [0...
def add(self, value): if value < self.start: self.underflow += 1 elif value >= self.start + self.width * self.num_buckets: self.overflow += 1 else: idx = int((value - self.start) / self.width) self.buckets[idx] += 1 def get_buckets(self): ...
h = Histogram(start=0, width=10, num_buckets=5) h.add(5) h.add(15) h.add(25) h.add(25) h.add(-1) h.add(50) h.add(0) h.add(9.99) assert h.underflow == 1 assert h.overflow == 1 assert h.get_buckets()[0] == (0, 3) # 5, 0, 9.99 assert h.get_buckets()[1] == (10, 1) # 15 assert h.get_buckets()[2] == (20, 2) # 25, 25
h2 = Histogram(0, 10, 3) h2.add(10) h2.add(20) h2.add(30) assert h2.get_buckets()[0] == (0, 0) assert h2.get_buckets()[1] == (10, 1) assert h2.get_buckets()[2] == (20, 1) assert h2.overflow == 1 h3 = Histogram(100, 5, 2) h3.add(99) h3.add(100) h3.add(105) h3.add(110) assert h3.underflow == 1 assert h3.overflow == 1 as...
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48
devbench-code-purpose-understanding
python
class ExponentialMovingStats: """EMA mean and variance with custom alpha. mean = alpha * value + (1-alpha) * mean var = alpha * (value - OLD_mean)^2 + (1-alpha) * var Note: variance uses PREVIOUS mean (before update). First value initializes mean; variance starts at 0.""" def __init__(self, alp...
def update(self, value): self.count += 1 if self.mean is None: self.mean = float(value) self.variance = 0.0 return old_mean = self.mean self.mean = self.alpha * value + (1 - self.alpha) * old_mean diff = value - old_mean self.varian...
ema = ExponentialMovingStats(alpha=0.5) ema.update(10) assert ema.mean == 10.0 assert ema.variance == 0.0 ema.update(20) assert ema.mean == 15.0 # var = 0.5 * (20-10)^2 + 0.5*0 = 50.0 (uses OLD mean=10) assert ema.variance == 50.0 ema.update(15) assert ema.mean == 15.0 # var = 0.5 * (15-15)^2 + 0.5*50 = 25.0 assert e...
ema2 = ExponentialMovingStats(alpha=1.0) ema2.update(100) ema2.update(200) assert ema2.mean == 200.0 assert ema2.variance == 10000.0 ema2.update(200) assert ema2.variance == 0.0 ema3 = ExponentialMovingStats(alpha=0.1) ema3.update(0) ema3.update(100) assert abs(ema3.mean - 10.0) < 0.001 assert abs(ema3.variance - 1000...
code_purpose_understanding
49
devbench-code-purpose-understanding
python
class DecayingCounter: """Counter decays exponentially: count *= decay_factor^elapsed. increment() adds to the current decayed count.""" def __init__(self, decay_factor, clock=None): self.decay_factor = decay_factor self.clock = clock or (lambda: __import__('time').monotonic()) self...
def _decay(self, key): if key not in self.counters: return 0.0 count, last = self.counters[key] now = self.clock() decayed = count * (self.decay_factor ** (now - last)) self.counters[key] = (decayed, now) return decayed def increment(self, key, amount=1): ...
class FakeClock: def __init__(self, start=0): self.now = start def __call__(self): return self.now def advance(self, s): self.now += s clock = FakeClock(0) dc = DecayingCounter(0.5, clock=clock) dc.increment('hits', 100) assert dc.get_count('hits') == 100.0 clock.advance(1) assert...
clock2 = FakeClock(0) dc2 = DecayingCounter(1.0, clock=clock2) dc2.increment('x', 100) clock2.advance(1000) assert dc2.get_count('x') == 100.0 # no decay clock3 = FakeClock(0) dc3 = DecayingCounter(0.0, clock=clock3) dc3.increment('x', 100) clock3.advance(1) assert dc3.get_count('x') == 0.0 clock4 = FakeClock(0) dc4...
code_purpose_understanding
50
devbench-code-purpose-understanding
python
class TimeWindowStats: """Statistics over a time-based sliding window. Values older than window_seconds are evicted.""" def __init__(self, window_seconds, clock=None): self.window = window_seconds self.clock = clock or (lambda: __import__('time').monotonic()) self.values = [] # (ti...
def add(self, value): self._evict() self.values.append((self.clock(), value)) def mean(self): self._evict() if not self.values: return None return sum(v for _, v in self.values) / len(self.values) def count(self): self._evict() return len...
class FakeClock: def __init__(self, start=0): self.now = start def __call__(self): return self.now def advance(self, s): self.now += s clock = FakeClock(0) tw = TimeWindowStats(10, clock=clock) tw.add(10) clock.advance(3) tw.add(20) clock.advance(3) tw.add(30) assert tw.count() ==...
clock2 = FakeClock(0) tw2 = TimeWindowStats(100, clock=clock2) tw2.add(10) tw2.add(20) tw2.add(30) assert tw2.mean() == 20.0 clock3 = FakeClock(0) tw3 = TimeWindowStats(10, clock=clock3) tw3.add(42) assert tw3.mean() == 42.0 # Time-based not count-based: many values, no time passed clock4 = FakeClock(0) tw4 = TimeWin...
code_purpose_understanding