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1
devbench-code2NL-NL2code
python
import csv from io import StringIO def write_strict_csv(rows, fieldnames): out = StringIO(newline='') writer = csv.DictWriter( out, fieldnames=fieldnames, extrasaction='raise', lineterminator='\n', ) writer.writeheader() writer.writerows(rows) return out.getvalue...
return ( "write_strict_csv serializes dictionaries with csv.DictWriter using the supplied " "fieldnames order, writes the header row with writeheader(), and returns the " "StringIO CSV text. It sets extrasaction='raise', so any row containing a key " "outside fieldnames raises ValueE...
csv_text = write_strict_csv([{'name': 'Ada', 'score': 9}, {'name': 'Lin', 'score': 8}], ['name', 'score']) assert csv_text == 'name,score\nAda,9\nLin,8\n' try: write_strict_csv([{'name': 'Ada', 'score': 9, 'extra': True}], ['name', 'score']) assert False, 'extra keys should raise' except ValueError: pass s...
doc = describe_write_strict_csv() assert isinstance(doc, str), 'describe_write_strict_csv must return a string' low = doc.lower() assert 'csv.dictwriter' in low or 'dictwriter' in low, 'Must mention csv.DictWriter' assert 'fieldnames' in low, 'Must mention fieldnames ordering' assert 'writeheader' in low or 'header row...
code2NL_NL2code
2
devbench-code2NL-NL2code
python
from urllib.parse import parse_qsl def read_query_pairs(query): if query.startswith('?'): query = query[1:] return parse_qsl(query, keep_blank_values=True, strict_parsing=True) def describe_read_query_pairs():
return ( "read_query_pairs strips one leading '?' and calls urllib.parse.parse_qsl with " "keep_blank_values=True and strict_parsing=True. It returns an ordered list " "of (key, value) pairs rather than a dict, so duplicate keys are preserved; " "blank values remain empty strings, pl...
pairs = read_query_pairs('?a=1&empty=&a=2&name=Ada+Lovelace') assert pairs == [('a', '1'), ('empty', ''), ('a', '2'), ('name', 'Ada Lovelace')] try: read_query_pairs('ok=1&broken') assert False, 'strict parsing should reject fields without =' except ValueError: pass summary = describe_read_query_pairs() as...
doc = describe_read_query_pairs() assert isinstance(doc, str), 'describe_read_query_pairs must return a string' low = doc.lower() assert 'parse_qsl' in low, 'Must mention parse_qsl' assert 'keep_blank_values' in low or 'blank value' in low, 'Must mention blank-value preservation' assert 'strict_parsing' in low or 'stri...
code2NL_NL2code
3
devbench-code2NL-NL2code
python
def safe_divide(a, b):
"""Divide a by b, returning None instead of raising ZeroDivisionError when b is zero. Returns a float result for valid divisions. """
if b == 0: return None return a / b assert safe_divide(10, 2) == 5.0 assert safe_divide(0, 5) == 0.0 assert safe_divide(7, 0) is None
assert safe_divide(1, 3) == 1/3 assert safe_divide(-6, 2) == -3.0 assert safe_divide(0, 0) is None assert safe_divide(100, 0) is None assert type(safe_divide(4, 2)) is float
code2NL_NL2code
4
devbench-code2NL-NL2code
python
_call_count = 0 def tracked_add(a, b):
"""Add two numbers and return the result. Side effect: increments the module-level _call_count variable on every call. This can be used to track how many times the function has been invoked. """
global _call_count _call_count += 1 return a + b _call_count = 0 assert tracked_add(2, 3) == 5 assert _call_count == 1 tracked_add(0, 0) assert _call_count == 2
_call_count = 0 for i in range(10): tracked_add(i, i) assert _call_count == 10 tracked_add(1, 1) assert _call_count == 11
code2NL_NL2code
5
devbench-code2NL-NL2code
python
def find_index(lst, value):
"""Return the index of the first occurrence of value in lst. If value appears exactly once, returns an int. If value appears multiple times, returns a list of all indices. If value is not found, returns -1. """
indices = [i for i, x in enumerate(lst) if x == value] if len(indices) == 0: return -1 elif len(indices) == 1: return indices[0] else: return indices assert find_index([10, 20, 30], 20) == 1 assert find_index([1, 2, 1, 3, 1], 1) == [0, 2, 4] assert find_index([1, 2, 3], 99) == -...
assert find_index([], 1) == -1 assert find_index([5], 5) == 0 assert type(find_index([5], 5)) is int assert find_index([5, 5], 5) == [0, 1] assert type(find_index([5, 5], 5)) is list assert find_index([1, 2, 3, 2], 2) == [1, 3]
code2NL_NL2code
6
devbench-code2NL-NL2code
python
import bisect import operator def insert_by_score(records, score, payload): index = bisect.bisect_left(records, score, key=operator.itemgetter('score')) records.insert(index, {'score': score, 'payload': payload}) return index def describe_insert_by_score():
return ( "insert_by_score uses bisect.bisect_left with key=operator.itemgetter('score') " "to search a list of record dictionaries by their score field. The probe value " "is the raw score, not a record, because bisect's key is applied to list items " "rather than to x. Equal scores ...
rows = [{'score': 10, 'payload': 'a'}, {'score': 20, 'payload': 'b'}] pos = insert_by_score(rows, 15, 'mid') assert pos == 1 assert rows == [{'score': 10, 'payload': 'a'}, {'score': 15, 'payload': 'mid'}, {'score': 20, 'payload': 'b'}] pos2 = insert_by_score(rows, 15, 'tie') assert pos2 == 1 assert [r['payload'] for r...
doc = describe_insert_by_score() assert isinstance(doc, str), 'describe_insert_by_score must return a string' 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...
code2NL_NL2code
7
devbench-code2NL-NL2code
python
def parse_int_graceful(s, default=0):
"""Parse a string as an integer, stripping leading/trailing whitespace. Returns the parsed integer on success. If parsing fails for any reason (non-numeric string, None input, etc.), returns the default value instead of raising an exception. The default is 0 if not specified. """
try: return int(str(s).strip()) except (ValueError, TypeError): return default assert parse_int_graceful("42") == 42 assert parse_int_graceful(" -7 ") == -7 assert parse_int_graceful("abc") == 0 assert parse_int_graceful(None) == 0 assert parse_int_graceful("xyz", default=-1) == -1
assert parse_int_graceful("") == 0 assert parse_int_graceful(" ") == 0 assert parse_int_graceful("3.14") == 0 assert parse_int_graceful("123abc") == 0 assert parse_int_graceful(None, default=99) == 99 assert parse_int_graceful("100") == 100
code2NL_NL2code
8
devbench-code2NL-NL2code
python
from datetime import datetime, timezone def parse_log_timestamp(text): parsed = datetime.strptime(text, '%Y-%m-%dT%H:%M:%S%z') return parsed.astimezone(timezone.utc) def describe_parse_log_timestamp():
return ( "parse_log_timestamp parses text with datetime.strptime using the exact " "'%Y-%m-%dT%H:%M:%S%z' format. The %z directive requires and interprets " "a numeric UTC offset, producing an aware datetime, then astimezone(timezone.utc) " "normalizes the result to UTC. Invalid text...
from datetime import timedelta assert parse_log_timestamp('2026-04-30T10:15:00+0200') == datetime(2026, 4, 30, 8, 15, tzinfo=timezone.utc) assert parse_log_timestamp('2026-04-30T10:15:00-0730') == datetime(2026, 4, 30, 17, 45, tzinfo=timezone.utc) try: parse_log_timestamp('2026-04-30T10:15:00') assert False, '...
doc = describe_parse_log_timestamp() assert isinstance(doc, str), 'describe_parse_log_timestamp must return a string' low = doc.lower() assert 'datetime.strptime' in low or 'strptime' in low, 'Must mention datetime.strptime' assert '%z' in doc, 'Must mention the %z offset directive' assert 'offset' in low, 'Must mentio...
code2NL_NL2code
9
devbench-code2NL-NL2code
python
import hashlib def sha256_stream_hex(stream, chunk_size=8192): start = stream.tell() digest = hashlib.sha256() try: for block in iter(lambda: stream.read(chunk_size), b''): digest.update(block) return digest.hexdigest() finally: stream.seek(start) def describe_sha25...
return ( "sha256_stream_hex hashes a seekable binary stream without consuming its " "position: it saves stream.tell(), reads bytes in chunk_size blocks until b'', " "feeds each block to hashlib.sha256().update(), returns the digest.hexdigest() " "64-character lowercase hexadecimal st...
from io import BytesIO stream = BytesIO(b'abc') assert sha256_stream_hex(stream, chunk_size=2) == hashlib.sha256(b'abc').hexdigest() assert stream.tell() == 0 stream.seek(1) assert sha256_stream_hex(stream, chunk_size=1) == hashlib.sha256(b'bc').hexdigest() assert stream.tell() == 1 summary = describe_sha256_stream_he...
doc = describe_sha256_stream_hex() assert isinstance(doc, str), 'describe_sha256_stream_hex must return a string' low = doc.lower() assert 'hashlib.sha256' in low or 'sha256()' in low, 'Must mention hashlib.sha256()' assert 'update' in low, 'Must mention digest.update()' assert 'chunk' in low or 'block' in low, 'Must m...
code2NL_NL2code
10
devbench-code2NL-NL2code
python
import json def load_json_pairs(text): return json.loads(text, object_pairs_hook=list) def describe_load_json_pairs():
return ( "load_json_pairs calls json.loads with object_pairs_hook=list, so each JSON " "object is decoded as an ordered list of (key, value) pairs instead of a dict. " "That preserves duplicate keys and source order, applies to nested objects too, " "leaves arrays as normal lists, an...
parsed = load_json_pairs('{"a": 1, "a": 2, "b": {"x": 3}}') assert parsed == [('a', 1), ('a', 2), ('b', [('x', 3)])] assert load_json_pairs('[{"x": 1}, {"x": 2}]') == [[('x', 1)], [('x', 2)]] try: load_json_pairs('{bad json}') assert False, 'invalid JSON should raise' except json.JSONDecodeError: pass summ...
doc = describe_load_json_pairs() assert isinstance(doc, str), 'describe_load_json_pairs must return a string' low = doc.lower() assert 'json.loads' in low or 'loads' in low, 'Must mention json.loads' assert 'object_pairs_hook' in low, 'Must mention object_pairs_hook' assert 'list' in low and ('pair' in low or 'tuple' i...
code2NL_NL2code
11
devbench-code2NL-NL2code
python
from decimal import Decimal, InvalidOperation, ROUND_HALF_UP, localcontext def quantize_money(value): with localcontext() as ctx: ctx.traps[InvalidOperation] = True amount = Decimal(str(value)) return amount.quantize(Decimal('0.01'), rounding=ROUND_HALF_UP) def describe_quantize_money():
return ( "quantize_money converts the input through Decimal(str(value)) inside a " "localcontext whose InvalidOperation trap is enabled, then returns a Decimal " "quantized to Decimal('0.01') with ROUND_HALF_UP. It rounds to exactly two " "decimal places, uses half-up rather than bin...
assert quantize_money('1.005') == Decimal('1.01') assert quantize_money('1.004') == Decimal('1.00') assert quantize_money(2) == Decimal('2.00') try: quantize_money('not-money') assert False, 'invalid decimal should raise' except InvalidOperation: pass summary = describe_quantize_money() assert isinstance(s...
doc = describe_quantize_money() assert isinstance(doc, str), 'describe_quantize_money must return a string' low = doc.lower() assert 'decimal' in low, 'Must mention Decimal' assert 'quantize' in low, 'Must mention quantize' assert '0.01' in doc or 'two decimal' in low or '2 decimal' in low, 'Must mention two-place quan...
code2NL_NL2code
12
devbench-code2NL-NL2code
python
from dataclasses import dataclass, replace, asdict @dataclass(frozen=True) class Job: name: str retries: int = 0 tags: tuple = () def retry_job(job, reason): updated = replace(job, retries=job.retries + 1, tags=job.tags + (reason,)) return updated, asdict(updated) def describe_retry_job():
return ( "retry_job works with a frozen dataclass Job by using dataclasses.replace " "to create a new instance with retries incremented and tags extended by tuple " "concatenation. The original Job is unchanged, the returned first value is the " "new Job instance, and the second valu...
job = Job('sync') updated, snapshot = retry_job(job, 'timeout') assert job == Job('sync', 0, ()) assert updated == Job('sync', 1, ('timeout',)) assert snapshot == {'name': 'sync', 'retries': 1, 'tags': ('timeout',)} updated2, snapshot2 = retry_job(updated, 'again') assert updated2.tags == ('timeout', 'again') assert s...
doc = describe_retry_job() assert isinstance(doc, str), 'describe_retry_job must return a string' low = doc.lower() assert 'dataclass' in low, 'Must mention dataclass' assert 'frozen' in low or 'immutable' in low, 'Must mention frozen/immutable Job behavior' assert 'replace' in low, 'Must mention dataclasses.replace' a...
code2NL_NL2code
13
devbench-code2NL-NL2code
python
import heapq def newest_high_priority(events, limit): return heapq.nlargest(limit, events, key=lambda event: (event['priority'], event['created_at'])) def describe_newest_high_priority():
return ( "newest_high_priority returns heapq.nlargest(limit, events, key=...) using " "a tuple key of (priority, created_at). Higher priority ranks first, and " "created_at breaks ties by choosing the newest/largest timestamp first. The " "function returns the selected event dictiona...
events = [ {'id': 'old-high', 'priority': 5, 'created_at': 10}, {'id': 'low-new', 'priority': 1, 'created_at': 99}, {'id': 'new-high', 'priority': 5, 'created_at': 20}, {'id': 'mid', 'priority': 3, 'created_at': 50}, ] original = list(events) selected = newest_high_priority(events, 2) assert [e['id'] f...
doc = describe_newest_high_priority() assert isinstance(doc, str), 'describe_newest_high_priority must return a string' low = doc.lower() assert 'heapq.nlargest' in low or 'nlargest' in low, 'Must mention heapq.nlargest' assert 'limit' in low, 'Must mention limit parameter' assert 'tuple' in low or '(priority' in low, ...
code2NL_NL2code
14
devbench-code2NL-NL2code
python
from pathlib import PurePosixPath def posix_path_snapshot(path): p = PurePosixPath(path) return { 'text': p.as_posix(), 'parts': p.parts, 'name': p.name, 'suffixes': p.suffixes, 'parent': p.parent.as_posix(), } def describe_posix_path_snapshot():
return ( "posix_path_snapshot uses pathlib.PurePosixPath, so it performs lexical " "POSIX path parsing without touching the filesystem and without resolving '..'. " "It returns p.as_posix() text, the p.parts tuple, the final p.name, the p.suffixes " "list for all extensions, and the ...
snap = posix_path_snapshot('/var/log/../app/archive.tar.gz') assert snap['text'] == '/var/log/../app/archive.tar.gz' assert snap['parts'] == ('/', 'var', 'log', '..', 'app', 'archive.tar.gz') assert snap['name'] == 'archive.tar.gz' assert snap['suffixes'] == ['.tar', '.gz'] assert snap['parent'] == '/var/log/../app' s...
doc = describe_posix_path_snapshot() assert isinstance(doc, str), 'describe_posix_path_snapshot must return a string' low = doc.lower() assert 'pathlib' in low or 'pureposixpath' in low, 'Must mention pathlib.PurePosixPath' assert 'lexical' in low or 'without touching' in low or 'filesystem' in low, 'Must mention lexic...
code2NL_NL2code
15
devbench-code2NL-NL2code
python
def run_length_encode(s): """Encode a string using run-length encoding. Consecutive identical characters are replaced by the character followed by its count. Single characters (count=1) are still followed by '1'. Returns the encoded string. Example: "aaabbc" -> "a3b2c1" Empty string returns em...
if not s: return "" result = [] count = 1 for i in range(1, len(s)): if s[i] == s[i - 1]: count += 1 else: result.append(s[i - 1] + str(count)) count = 1 result.append(s[-1] + str(count)) return "".join(result)
assert run_length_encode("aaabbc") == "a3b2c1" assert run_length_encode("") == "" assert run_length_encode("a") == "a1" assert run_length_encode("aaa") == "a3"
assert run_length_encode("abcdef") == "a1b1c1d1e1f1" assert run_length_encode("aabbcc") == "a2b2c2" assert run_length_encode("aaaaaaaaaa") == "a10" assert run_length_encode("ab") == "a1b1" assert run_length_encode("aab") == "a2b1"
code2NL_NL2code
16
devbench-code2NL-NL2code
python
def stable_partition_in_place(items, keep):
"""Stably partition items in place according to keep. Items for which keep(item) is true are moved to the front, followed by the remaining items, while preserving relative order within both groups. The predicate is called exactly once for each original item. The same list object is mutated, and the...
kept = [] rejected = [] for item in items: if keep(item): kept.append(item) else: rejected.append(item) items[:] = kept + rejected return len(kept) data = [3, 2, 4, 1, 6] idx = stable_partition_in_place(data, lambda x: x % 2 == 0) assert idx == 3 assert data ...
docstring = stable_partition_in_place.__doc__ assert docstring is not None, 'Docstring is missing' low = docstring.lower() assert 'in place' in low or 'in-place' in low or 'mutat' in low, 'Must mention in-place mutation' assert 'stable' in low or 'relative order' in low or 'preserv' in low, 'Must mention stable/order-p...
code2NL_NL2code
17
devbench-code2NL-NL2code
python
import threading class OnceRegistry: def __init__(self): self._lock = threading.Lock() self._values = {} self._created = [] def register_once(self, key, factory):
"""Return the value registered for key, creating it at most once. The factory is called only while key is absent; later calls return the exact cached object without calling factory again. Access is protected by the instance lock, so registration is thread-safe, and _created reco...
with self._lock: if key not in self._values: self._values[key] = factory() self._created.append(key) return self._values[key] reg = OnceRegistry() calls = [] first = reg.register_once('db', lambda: calls.append('made') or {'conn': 1}) second = reg.registe...
docstring = OnceRegistry.register_once.__doc__ assert docstring is not None, 'Docstring is missing' low = docstring.lower() assert 'thread' in low or 'lock' in low, 'Must mention thread safety or locking' assert 'once' in low or 'at most' in low or 'only' in low, 'Must mention one-time creation' assert 'factory' in low...
code2NL_NL2code
18
devbench-code2NL-NL2code
python
def insort_unique(sorted_list, value):
"""Insert value into sorted_list maintaining sorted order, but only if value is not already present. Uses binary search to find the insertion point. Modifies the list in-place and returns None. If the value already exists, the list is left unchanged. """
import bisect idx = bisect.bisect_left(sorted_list, value) if idx < len(sorted_list) and sorted_list[idx] == value: return None sorted_list.insert(idx, value) return None data = [1, 3, 5, 7] insort_unique(data, 4) assert data == [1, 3, 4, 5, 7] insort_unique(data, 4) # duplicate - no chang...
d = [] insort_unique(d, 5) assert d == [5] insort_unique(d, 3) assert d == [3, 5] insort_unique(d, 7) assert d == [3, 5, 7] insort_unique(d, 5) assert d == [3, 5, 7] insort_unique(d, 1) assert d == [1, 3, 5, 7] assert insort_unique(d, 10) is None assert d == [1, 3, 5, 7, 10]
code2NL_NL2code
19
devbench-code2NL-NL2code
python
from collections import deque class RollingAverage: def __init__(self, size): self.size = size self.window = deque() self.total = 0 def add(self, value):
"""Add value to the sliding window and return the current average. The instance mutates its window and running total. Until exactly size values have been seen, returns None. Once full, each new value evicts the oldest value and returns the average of the current fixed-size windo...
self.window.append(value) self.total += value if len(self.window) > self.size: self.total -= self.window.popleft() if len(self.window) < self.size: return None return self.total / self.size r = RollingAverage(3) assert r.add(10) is None assert r.add(20) i...
docstring = RollingAverage.add.__doc__ assert docstring is not None, 'Docstring is missing' low = docstring.lower() assert 'none' in low, 'Must mention returning None before the window is full' assert 'full' in low or 'size' in low, 'Must mention the full/size threshold' assert 'oldest' in low or 'evict' in low or 'sli...
code2NL_NL2code
20
devbench-code2NL-NL2code
python
def parse_kv_lines(text):
"""Parse newline-separated key=value records. Blank lines and lines whose first non-space character is # are skipped. Keys and values are stripped of surrounding whitespace. A duplicate key is promoted from a single string to a list of values in encounter order. Malformed non-comment lines without ...
result = {} for lineno, raw in enumerate(text.splitlines(), 1): line = raw.strip() if not line or line.startswith('#'): continue if '=' not in line: raise ValueError(f'line {lineno}: missing =') key, value = (part.strip() for part in line.split('=', 1)) ...
docstring = parse_kv_lines.__doc__ assert docstring is not None, 'Docstring is missing' low = docstring.lower() assert 'blank' in low and 'comment' in low, 'Must mention blank/comment lines are skipped' assert 'strip' in low or 'whitespace' in low, 'Must mention whitespace stripping' assert 'duplicate' in low or 'list'...
code2NL_NL2code
21
devbench-code2NL-NL2code
python
def consume_prefix(buffer, n):
"""Remove and return up to n items from the front of buffer. The input list is mutated in place by deleting the consumed prefix. The return value is a new list containing the removed items. If n is larger than the buffer length, all items are returned and buffer becomes empty. Negative n raises Val...
if n < 0: raise ValueError('n must be non-negative') taken = buffer[:n] del buffer[:n] return taken buf = ['a', 'b', 'c', 'd'] assert consume_prefix(buf, 2) == ['a', 'b'] assert buf == ['c', 'd'] assert consume_prefix(buf, 10) == ['c', 'd'] assert buf == [] try: consume_prefix([], -1) a...
docstring = consume_prefix.__doc__ assert docstring is not None, 'Docstring is missing' low = docstring.lower() assert 'mutat' in low or 'in place' in low or 'in-place' in low or 'delete' in low, 'Must mention buffer mutation/deletion' assert 'return' in low and ('removed' in low or 'consumed' in low or 'taken' in low)...
code2NL_NL2code
22
devbench-code2NL-NL2code
python
def chunk(lst, size, pad=None): """Split lst into chunks of the given size. If the last chunk is smaller than size, pad it with the pad value to make it exactly size elements. If pad is None (default), the last chunk is returned as-is without padding. Returns a list of lists. Raises ValueError if ...
if size < 1: raise ValueError("size must be at least 1") result = [] for i in range(0, len(lst), size): c = lst[i:i + size] if pad is not None and len(c) < size: c = c + [pad] * (size - len(c)) result.append(c) return result
assert chunk([1, 2, 3, 4, 5], 2) == [[1, 2], [3, 4], [5]] assert chunk([1, 2, 3, 4, 5], 2, pad=0) == [[1, 2], [3, 4], [5, 0]] assert chunk([1, 2, 3], 3) == [[1, 2, 3]] assert chunk([], 5) == []
assert chunk([1, 2, 3, 4], 1) == [[1], [2], [3], [4]] assert chunk([1, 2, 3, 4, 5, 6], 3) == [[1, 2, 3], [4, 5, 6]] assert chunk([1], 3, pad=-1) == [[1, -1, -1]] try: chunk([1, 2], 0) assert False, "Should raise ValueError" except ValueError: pass try: chunk([1], -1) assert False, "Should raise Va...
code2NL_NL2code
23
devbench-code2NL-NL2code
python
def most_common(lst, n=1): """Return the n most common elements from lst, ordered by frequency (highest first). Ties are broken by first occurrence in the original list. If n exceeds the number of unique elements, return all unique elements (still ordered by frequency then first occurrence). Returns...
if not lst: return [] freq = {} first_seen = {} for i, item in enumerate(lst): freq[item] = freq.get(item, 0) + 1 if item not in first_seen: first_seen[item] = i unique = list(freq.keys()) unique.sort(key=lambda x: (-freq[x], first_seen[x])) return unique[...
assert most_common([1, 2, 2, 3, 3, 3]) == [3] assert most_common([1, 2, 2, 3, 3, 3], 2) == [3, 2] assert most_common([1, 1, 2, 2, 3], 2) == [1, 2] # tie broken by first occurrence assert most_common([], 5) == []
assert most_common([5, 5, 5, 1, 1, 2]) == [5] assert most_common([5, 5, 5, 1, 1, 2], 3) == [5, 1, 2] assert most_common(["a", "b", "a", "b", "c"], 2) == ["a", "b"] assert most_common([1, 2, 3], 10) == [1, 2, 3] # n > unique count assert most_common([1], 1) == [1] assert most_common([3, 1, 2, 1, 3], 2) == [3, 1] # bot...
code2NL_NL2code
24
devbench-code2NL-NL2code
python
def tokenize_csv_line(line):
"""Parse a single CSV line into a list of field strings. Handles quoted fields: a field wrapped in double quotes may contain commas and escaped quotes (doubled: ""). Leading/trailing whitespace outside quotes is NOT stripped. An unclosed quote treats the rest of the line as part of the field. Empty...
fields = [] current = [] in_quotes = False i = 0 while i < len(line): ch = line[i] if in_quotes: if ch == '"' and i + 1 < len(line) and line[i + 1] == '"': current.append('"') i += 2 continue elif ch == '"': ...
assert tokenize_csv_line('one,"two,three",four') == ['one', 'two,three', 'four'] assert tokenize_csv_line('""') == [''] assert tokenize_csv_line('a,,b') == ['a', '', 'b'] assert tokenize_csv_line('"hello ""world""",test') == ['hello "world"', 'test'] assert tokenize_csv_line('no,quotes,here') == ['no', 'quotes', 'here'...
code2NL_NL2code
25
devbench-code2NL-NL2code
python
def merge_intervals(intervals): """Merge overlapping or touching intervals. Each interval is a tuple (start, end) where start <= end. Two intervals overlap or touch if one's start <= the other's end. Returns a sorted list of merged (start, end) tuples. Empty input returns []. Single interval return...
if not intervals: return [] sorted_iv = sorted(intervals, key=lambda x: x[0]) merged = [sorted_iv[0]] for start, end in sorted_iv[1:]: if start <= merged[-1][1]: merged[-1] = (merged[-1][0], max(merged[-1][1], end)) else: merged.append((start, end)) re...
assert merge_intervals([(1, 3), (2, 6), (8, 10)]) == [(1, 6), (8, 10)] assert merge_intervals([(1, 4), (4, 5)]) == [(1, 5)] assert merge_intervals([]) == [] assert merge_intervals([(1, 1)]) == [(1, 1)]
assert merge_intervals([(5, 10), (1, 3), (2, 4)]) == [(1, 4), (5, 10)] assert merge_intervals([(1, 10), (2, 3), (4, 5)]) == [(1, 10)] assert merge_intervals([(1, 2), (3, 4), (5, 6)]) == [(1, 2), (3, 4), (5, 6)] assert merge_intervals([(1, 5), (2, 3)]) == [(1, 5)] # fully contained assert merge_intervals([(1, 2)]) == [...
code2NL_NL2code
26
devbench-code2NL-NL2code
python
def second_largest_unique(nums): """Return the second largest unique value in a list of integers. Raises ValueError if fewer than 2 unique values exist."""
uniques = sorted(set(nums), reverse=True) if len(uniques) < 2: raise ValueError('Need at least 2 unique values') return uniques[1]
assert second_largest_unique([3, 1, 4, 1, 5, 9, 2, 6]) == 6 assert second_largest_unique([5, 5, 5, 3]) == 3 assert second_largest_unique([10, 20]) == 10 try: second_largest_unique([7, 7, 7]) assert False, 'Should have raised ValueError' except ValueError: pass
assert second_largest_unique([1, 2]) == 1 assert second_largest_unique([-5, -3, -1, -3]) == -3 assert second_largest_unique([100, 99, 100, 98]) == 99 try: second_largest_unique([42]) assert False, 'Should have raised ValueError' except ValueError: pass try: second_largest_unique([]) assert False, 'S...
code2NL_NL2code
27
devbench-code2NL-NL2code
python
def merge_intervals_with_sources(intervals): """Merge overlapping intervals and track which original indices contributed. Parameters: intervals: list of (start, end) tuples. Returns: list of (merged_start, merged_end, set_of_original_indices) tuples, sorted by start. Intervals that...
if not intervals: return [] indexed = sorted(enumerate(intervals), key=lambda x: x[1][0]) idx, (s, e) = indexed[0] sources, merged = {idx}, [] for idx2, (s2, e2) in indexed[1:]: if s2 <= e: e = max(e, e2); sources.add(idx2) else: merged.append((s, e, sources)); s, e, sources ...
result = merge_intervals_with_sources([(1, 3), (2, 5), (7, 10)]) assert result[0] == (1, 5, {0, 1}), f'Got {result[0]}' assert result[1] == (7, 10, {2}), f'Got {result[1]}' # Touching intervals merge result2 = merge_intervals_with_sources([(1, 5), (5, 8)]) assert result2 == [(1, 8, {0, 1})], f'Got {result2}' # Empty...
# Single interval r = merge_intervals_with_sources([(3, 7)]) assert r == [(3, 7, {0})] # No overlaps r2 = merge_intervals_with_sources([(1, 2), (4, 5), (7, 8)]) assert len(r2) == 3 assert r2[0] == (1, 2, {0}) assert r2[1] == (4, 5, {1}) assert r2[2] == (7, 8, {2}) # All overlap r3 = merge_intervals_with_sources([(1, ...
code2NL_NL2code
28
devbench-code2NL-NL2code
python
def flatten_dict(d, parent_key='', sep='.'): """Recursively flatten a nested dictionary using dot-notation keys. Example: {'a': {'b': 1, 'c': {'d': 2}}} -> {'a.b': 1, 'a.c.d': 2} Lists and other non-dict values are kept as-is (not flattened). Empty dicts become the value themselves (not omitted). "...
items = {} for k, v in d.items(): new_key = f'{parent_key}{sep}{k}' if parent_key else k if isinstance(v, dict) and v: items.update(flatten_dict(v, new_key, sep)) else: items[new_key] = v return items
assert flatten_dict({'a': {'b': 1}}) == {'a.b': 1} assert flatten_dict({'a': {'b': {'c': 3}}}) == {'a.b.c': 3} assert flatten_dict({'x': 1, 'y': {'z': 2}}) == {'x': 1, 'y.z': 2} assert flatten_dict({'a': [1, 2, 3]}) == {'a': [1, 2, 3]} assert flatten_dict({'a': {'b': {}}}) == {'a.b': {}}
assert flatten_dict({}) == {} assert flatten_dict({'single': 42}) == {'single': 42} assert flatten_dict({'a': {'b': {'c': {'d': 'deep'}}}}) == {'a.b.c.d': 'deep'} # Custom separator assert flatten_dict({'a': {'b': 1}}, sep='/') == {'a/b': 1} # Mixed values r = flatten_dict({'config': {'db': {'host': 'localhost', 'port'...
code2NL_NL2code
29
devbench-code2NL-NL2code
python
import time def memoize_with_expiry(max_age_seconds): """Decorator factory that caches function results for up to max_age_seconds. After max_age_seconds, the cached result expires and the function is called again. Cache key is based on positional arguments (as a tuple). Returns the decorator. """
def decorator(func): cache = {} def wrapper(*args): now = time.time() if args in cache: val, ts = cache[args] if now - ts < max_age_seconds: return val val = func(*args); cache[args] = (val, now) return val retur...
call_count = 0 @memoize_with_expiry(0.5) def expensive(x): global call_count call_count += 1 return x * 2 # First call: computes assert expensive(5) == 10 assert call_count == 1 # Second call: cached assert expensive(5) == 10 assert call_count == 1 # Different arg: computes assert expensive(3) == 6 ass...
call_count2 = 0 @memoize_with_expiry(1.0) def add(a, b): global call_count2 call_count2 += 1 return a + b assert add(1, 2) == 3 assert call_count2 == 1 assert add(1, 2) == 3 assert call_count2 == 1 assert add(2, 3) == 5 assert call_count2 == 2 # Still cached (within 1 second) assert add(1, 2) == 3 assert ...
code2NL_NL2code
30
devbench-code2NL-NL2code
python
def group_by_proximity(values, threshold): """Group consecutive elements where adjacent elements differ by at most threshold. Returns a list of lists. A new group starts whenever the difference between consecutive elements exceeds the threshold. Example: group_by_proximity([1, 2, 3, 10, 11, 12], 2) ->...
if not values: return [] groups = [[values[0]]] for v in values[1:]: if abs(v - groups[-1][-1]) <= threshold: groups[-1].append(v) else: groups.append([v]) return groups
assert group_by_proximity([1, 2, 3, 10, 11, 12], 2) == [[1, 2, 3], [10, 11, 12]] assert group_by_proximity([1, 5, 6, 7, 20], 1) == [[1], [5, 6, 7], [20]] assert group_by_proximity([], 5) == [] assert group_by_proximity([42], 0) == [[42]]
assert group_by_proximity([1, 2, 3, 4, 5], 1) == [[1, 2, 3, 4, 5]] assert group_by_proximity([1, 10, 20, 30], 1) == [[1], [10], [20], [30]] assert group_by_proximity([1, 1, 1, 1], 0) == [[1, 1, 1, 1]] # Negative numbers assert group_by_proximity([-5, -3, -1, 5, 7], 2) == [[-5, -3, -1], [5, 7]] # Float threshold assert ...
code2NL_NL2code
31
devbench-code2NL-NL2code
python
def run_length_encode(s): """Encode a string using run-length encoding. Consecutive identical characters are replaced by the character followed by the count. Single characters have no count suffix. Example: 'aaabbc' -> 'a3b2c' """
if not s: return '' result = [] count = 1 for i in range(1, len(s)): if s[i] == s[i - 1]: count += 1 else: result.append(s[i - 1] + (str(count) if count > 1 else '')) count = 1 result.append(s[-1] + (str(count) if count > 1 else '')) re...
assert run_length_encode('aaabbc') == 'a3b2c' assert run_length_encode('abcd') == 'abcd' assert run_length_encode('aaa') == 'a3' assert run_length_encode('') == '' assert run_length_encode('a') == 'a'
assert run_length_encode('aabbcc') == 'a2b2c2' assert run_length_encode('aaaa') == 'a4' assert run_length_encode('abba') == 'ab2a' assert run_length_encode('xxxyz') == 'x3yz' assert run_length_encode('zz') == 'z2'
code2NL_NL2code
32
devbench-code2NL-NL2code
python
def transpose(matrix): """Transpose a 2D matrix (list of lists). Rows become columns and vice versa. Handles non-square matrices. Raises ValueError if rows have different lengths (jagged matrix). Returns an empty list if the matrix is empty. """
if not matrix: return [] row_len = len(matrix[0]) if any(len(row) != row_len for row in matrix): raise ValueError('Jagged matrix: rows have different lengths') return [[matrix[r][c] for r in range(len(matrix))] for c in range(row_len)]
assert transpose([[1, 2, 3], [4, 5, 6]]) == [[1, 4], [2, 5], [3, 6]] assert transpose([[1], [2], [3]]) == [[1, 2, 3]] assert transpose([[1, 2], [3, 4]]) == [[1, 3], [2, 4]] assert transpose([]) == [] try: transpose([[1, 2], [3]]) assert False, 'Should have raised ValueError' except ValueError: pass
assert transpose([[1]]) == [[1]] assert transpose([[1, 2, 3]]) == [[1], [2], [3]] assert transpose([['a', 'b'], ['c', 'd'], ['e', 'f']]) == [['a', 'c', 'e'], ['b', 'd', 'f']] # Double transpose returns original m = [[1, 2], [3, 4], [5, 6]] assert transpose(transpose(m)) == m try: transpose([[1, 2, 3], [4, 5]]) ...
code2NL_NL2code
33
devbench-code2NL-NL2code
python
def deep_merge(base, override): """Recursively merge two dictionaries. Values from 'override' take precedence. When both values are dicts, merge recursively. Non-dict values in override replace base values entirely. Neither input dict is modified (returns a new dict). """
result = dict(base) for key, val in override.items(): if key in result and isinstance(result[key], dict) and isinstance(val, dict): result[key] = deep_merge(result[key], val) else: result[key] = val return result
a = {'x': 1, 'y': {'a': 1, 'b': 2}} b = {'y': {'b': 3, 'c': 4}, 'z': 5} merged = deep_merge(a, b) assert merged == {'x': 1, 'y': {'a': 1, 'b': 3, 'c': 4}, 'z': 5} # Originals unchanged assert a == {'x': 1, 'y': {'a': 1, 'b': 2}} assert b == {'y': {'b': 3, 'c': 4}, 'z': 5}
assert deep_merge({}, {}) == {} assert deep_merge({'a': 1}, {}) == {'a': 1} assert deep_merge({}, {'a': 1}) == {'a': 1} # Override replaces non-dict with dict assert deep_merge({'a': 1}, {'a': {'nested': True}}) == {'a': {'nested': True}} # Override replaces dict with non-dict assert deep_merge({'a': {'nested': True}},...
code2NL_NL2code
34
devbench-code2NL-NL2code
python
def binary_search(arr, target):
"""Search for target in a sorted array using binary search. Time complexity: O(log n) where n is the length of the array. The array must be sorted in ascending order. Parameters: arr: sorted list of comparable elements. target: the value to search for. Returns: int: index ...
low, high = 0, len(arr) - 1 while low <= high: mid = (low + high) // 2 if arr[mid] == target: return mid elif arr[mid] < target: low = mid + 1 else: high = mid - 1 return -1 assert binary_search([1, 3, 5, 7, 9], 5) == 2 assert binary_searc...
docstring = binary_search.__doc__ assert docstring is not None, 'Docstring is missing' assert 'o(log n)' in docstring.lower(), 'Must mention O(log n) complexity' assert 'sorted' in docstring.lower(), 'Must mention array must be sorted' assert 'returns' in docstring.lower() or 'return' in docstring.lower(), 'Must descri...
code2NL_NL2code
35
devbench-code2NL-NL2code
python
def insertion_sort(arr):
"""Sort a list in ascending order using insertion sort. Modifies in place. Time complexity: O(n^2) worst case, O(n) best case (already sorted). Space complexity: O(1) as sorting is done in place. Parameters: arr (list): The list to sort. Modified in place. Returns: None. The input...
for i in range(1, len(arr)): key = arr[i] j = i - 1 while j >= 0 and arr[j] > key: arr[j + 1] = arr[j] j -= 1 arr[j + 1] = key data = [5, 3, 8, 1, 2] insertion_sort(data) assert data == [1, 2, 3, 5, 8] data2 = [] insertion_sort(data2) assert data2 == []
docstring = insertion_sort.__doc__ assert docstring is not None, 'Docstring is missing' assert 'modifies in place' in docstring.lower() or 'in place' in docstring.lower() or 'in-place' in docstring.lower(), 'Must mention in-place modification' assert 'o(n^2)' in docstring.lower() or 'o(n**2)' in docstring.lower() or 'o...
code2NL_NL2code
36
devbench-code2NL-NL2code
python
def clamp(value, min_val, max_val):
"""Clamp a value to be within the range [min_val, max_val]. Returns min_val if value < min_val, max_val if value > max_val, otherwise returns value unchanged. Parameters: value: number to clamp. min_val: minimum bound. max_val: maximum bound. Returns: The clamped value. ...
if value < min_val: return min_val elif value > max_val: return max_val return value assert clamp(5, 0, 10) == 5 assert clamp(-3, 0, 10) == 0 assert clamp(15, 0, 10) == 10
docstring = clamp.__doc__ assert docstring is not None, 'Docstring is missing' assert 'clamp' in docstring.lower() or 'range' in docstring.lower() or 'bound' in docstring.lower(), 'Must describe clamping behavior' assert 'min' in docstring.lower(), 'Must mention minimum' assert 'max' in docstring.lower(), 'Must mention...
code2NL_NL2code
37
devbench-code2NL-NL2code
python
def merge_sort(arr):
"""Sort a list using the merge sort algorithm. Returns a new sorted list. Time complexity: O(n log n) in all cases (best, average, worst). Space complexity: O(n) for the auxiliary lists during merging. The input list is not modified. Parameters: arr (list): The list to sort. Returns: ...
if len(arr) <= 1: return list(arr) mid = len(arr) // 2 left = merge_sort(arr[:mid]) right = merge_sort(arr[mid:]) result = [] i = j = 0 while i < len(left) and j < len(right): if left[i] <= right[j]: result.append(left[i]) i += 1 else: ...
docstring = merge_sort.__doc__ assert docstring is not None, 'Docstring is missing' assert 'o(n log n)' in docstring.lower() or 'o(n*log' in docstring.lower() or 'o(nlogn)' in docstring.lower(), 'Must mention O(n log n) complexity' assert 'new' in docstring.lower() or 'not modified' in docstring.lower() or 'does not mo...
code2NL_NL2code
38
devbench-code2NL-NL2code
python
def safe_divide(a, b):
"""Divide a by b safely. Raises ValueError when b is zero. Parameters: a (float): The numerator. b (float): The denominator. Must not be zero. Returns: float: The result of a / b. Raises: ValueError: When b is zero. """
if b == 0: raise ValueError('Division by zero is not allowed') return a / b assert safe_divide(10, 2) == 5.0 assert safe_divide(-6, 3) == -2.0 try: safe_divide(1, 0) assert False, 'Should have raised ValueError' except ValueError: pass
docstring = safe_divide.__doc__ assert docstring is not None, 'Docstring is missing' assert 'raises valueerror' in docstring.lower() or 'raises' in docstring.lower() and 'valueerror' in docstring.lower(), 'Must mention raises ValueError' assert 'zero' in docstring.lower(), 'Must mention zero' assert safe_divide(0, 5) =...
code2NL_NL2code
39
devbench-code2NL-NL2code
python
class LRUCache:
"""A Least Recently Used (LRU) cache with a fixed maximum size. When the cache is full and a new item is added, the least recently used item is evicted. Accessing an item updates its recency. Modifies internal state on both get and set operations. Attributes: max_size (int): Maximum number...
def __init__(self, max_size): self.max_size = max_size self.cache = {} self.order = [] def get(self, key): if key in self.cache: self.order.remove(key) self.order.append(key) return self.cache[key] return None def set(self, key, v...
docstring = LRUCache.__doc__ assert docstring is not None, 'Docstring is missing' assert 'lru' in docstring.lower() or 'least recently used' in docstring.lower(), 'Must mention LRU' assert 'evict' in docstring.lower() or 'remov' in docstring.lower() or 'discard' in docstring.lower(), 'Must describe eviction behavior' a...
code2NL_NL2code
40
devbench-code2NL-NL2code
python
def chunked(iterable, size):
"""Yield successive chunks of the given size from iterable. Lazily evaluates the iterable, producing one chunk at a time. The last chunk may be smaller if not evenly divisible. Parameters: iterable: Any iterable to chunk. size (int): The chunk size. Must be >= 1. Yields: l...
if size < 1: raise ValueError('size must be >= 1') chunk = [] for item in iterable: chunk.append(item) if len(chunk) == size: yield chunk chunk = [] if chunk: yield chunk assert list(chunked([1, 2, 3, 4, 5], 2)) == [[1, 2], [3, 4], [5]] assert lis...
docstring = chunked.__doc__ assert docstring is not None, 'Docstring is missing' assert 'yield' in docstring.lower() or 'chunk' in docstring.lower(), 'Must mention yielding or chunks' assert 'lazy' in docstring.lower() or 'yield' in docstring.lower() or 'generator' in docstring.lower(), 'Must indicate lazy/generator be...
code2NL_NL2code
41
devbench-code2NL-NL2code
python
def is_palindrome(s):
"""Check if a string is a palindrome, ignoring case and non-alphanumeric characters. Parameters: s (str): The string to check. Returns: bool: True if the string is a palindrome, False otherwise. """
cleaned = ''.join(c.lower() for c in s if c.isalnum()) return cleaned == cleaned[::-1] assert is_palindrome('racecar') == True assert is_palindrome('hello') == False assert is_palindrome('A man, a plan, a canal: Panama') == True assert is_palindrome('') == True
docstring = is_palindrome.__doc__ assert docstring is not None, 'Docstring is missing' assert 'palindrome' in docstring.lower(), 'Must mention palindrome' assert 'ignor' in docstring.lower() or 'case' in docstring.lower(), 'Must mention case handling' assert is_palindrome('Was it a car or a cat I saw?') == True assert ...
code2NL_NL2code
42
devbench-code2NL-NL2code
python
def find_majority_element(arr):
"""Find the majority element using Boyer-Moore voting algorithm. A majority element appears more than n/2 times. Time complexity: O(n). Space complexity: O(1). Raises ValueError if no element appears more than n/2 times. Parameters: arr (list): Non-empty list of elements. Returns: ...
if not arr: raise ValueError('Array is empty') candidate = arr[0] count = 1 for elem in arr[1:]: if count == 0: candidate = elem count = 1 elif elem == candidate: count += 1 else: count -= 1 # Verify candidate if arr...
docstring = find_majority_element.__doc__ assert docstring is not None, 'Docstring is missing' assert 'o(n)' in docstring.lower() or 'o(1)' in docstring.lower() or 'linear' in docstring.lower(), 'Must mention time or space complexity' assert 'raises valueerror' in docstring.lower() or ('raises' in docstring.lower() and...
code2NL_NL2code
43
devbench-code2NL-NL2code
python
def remove_duplicates(lst): """Remove duplicate elements from a list while preserving order.
Returns: list: A new list with duplicates removed, maintaining first occurrence order. """ seen = set() result = [] for item in lst: if item not in seen: seen.add(item) result.append(item) return result
assert remove_duplicates([1, 2, 3, 2, 1, 4]) == [1, 2, 3, 4] assert remove_duplicates([]) == [] assert remove_duplicates([1, 1, 1]) == [1] assert remove_duplicates(['a', 'b', 'a', 'c']) == ['a', 'b', 'c']
docstring = remove_duplicates.__doc__ assert docstring is not None, 'Docstring is missing' assert 'order' in docstring.lower() or 'preserv' in docstring.lower(), 'Must mention order preservation' assert remove_duplicates([5, 3, 5, 3, 5]) == [5, 3] assert remove_duplicates([1]) == [1] assert remove_duplicates([1, 2, 3])...
code2NL_NL2code
44
devbench-code2NL-NL2code
python
def word_count(text): """Count the frequency of each word in a text string. Words are split by whitespace and converted to lowercase.
Parameters: text (str): The input text. Returns: dict: A dictionary mapping each word to its count. """ counts = {} for word in text.lower().split(): counts[word] = counts.get(word, 0) + 1 return counts
assert word_count('hello world hello') == {'hello': 2, 'world': 1} assert word_count('') == {} assert word_count('The the THE') == {'the': 3}
docstring = word_count.__doc__ assert docstring is not None, 'Docstring is missing' assert 'lowercase' in docstring.lower() or 'lower' in docstring.lower(), 'Must mention lowercase conversion' assert word_count('a b c a b a') == {'a': 3, 'b': 2, 'c': 1} assert word_count('single') == {'single': 1} assert word_count(' ...
code2NL_NL2code
45
devbench-code2NL-NL2code
python
def find_all_paths(graph, start, end): """Find all paths from start to end in a directed graph using DFS. The graph is represented as an adjacency list (dict of lists).
Parameters: graph (dict): Adjacency list. start/end: nodes. Returns: list: All paths from start to end (each a list of nodes). """ result = [] def dfs(n, path, vis): if n == end: result.append(list(path)); return for nb in graph.get(n, []): if nb not in vi...
graph = {'A': ['B', 'C'], 'B': ['D'], 'C': ['D'], 'D': []} paths = find_all_paths(graph, 'A', 'D') assert sorted(paths) == [['A', 'B', 'D'], ['A', 'C', 'D']] # No path assert find_all_paths(graph, 'D', 'A') == [] # Single node path assert find_all_paths({'X': []}, 'X', 'X') == [['X']]
docstring = find_all_paths.__doc__ assert docstring is not None, 'Docstring is missing' assert 'path' in docstring.lower(), 'Must mention paths' # Diamond graph g2 = {'A': ['B', 'C'], 'B': ['D'], 'C': ['D'], 'D': ['E'], 'E': []} paths2 = find_all_paths(g2, 'A', 'E') assert sorted(paths2) == [['A', 'B', 'D', 'E'], ['A'...
code2NL_NL2code
46
devbench-code2NL-NL2code
python
# Write a function that reverses a string WITHOUT using slicing or reversed(). # It should build the reversed string character by character. def reverse_string(s):
"""Reverse a string by iterating characters from end to start. Does not use slicing or any built-in reverse utilities. Parameters: s (str): The string to reverse. Returns: str: The string with characters in opposite order. """ result = '' for i in range(len(s) - 1, -1, -1): ...
assert reverse_string('hello') == 'olleh' assert reverse_string('') == '' assert reverse_string('a') == 'a' assert reverse_string('abcdef') == 'fedcba'
docstring = reverse_string.__doc__ assert docstring is not None, 'Docstring is missing' assert 'reverse' in docstring.lower(), 'Must mention reverse' assert reverse_string('12345') == '54321' assert reverse_string('ab') == 'ba' assert reverse_string('racecar') == 'racecar' # Verify no slicing or reversed() used import ...
code2NL_NL2code
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devbench-code2NL-NL2code
python
class MinStack: """A stack that supports push, pop, top, and retrieving the minimum element. All operations run in O(1) time complexity.
Uses an auxiliary min_stack to track minimums at each level. """ def __init__(self): self.stack, self.min_stack = [], [] def push(self, val): self.stack.append(val) if not self.min_stack or val <= self.min_stack[-1]: self.min_stack.append(val) def pop(self): val = self.stack....
s = MinStack() s.push(5) s.push(3) s.push(7) assert s.get_min() == 3 assert s.top() == 7 s.pop() assert s.get_min() == 3 s.pop() assert s.get_min() == 5
docstring = MinStack.__doc__ assert docstring is not None, 'Docstring is missing' assert 'o(1)' in docstring.lower(), 'Must mention O(1) time complexity' assert 'min' in docstring.lower(), 'Must mention minimum' s2 = MinStack() s2.push(2) s2.push(2) s2.push(1) assert s2.get_min() == 1 s2.pop() assert s2.get_min() == 2...
code2NL_NL2code
48
devbench-code2NL-NL2code
python
def caesar_encrypt(text, shift): """Encrypt text using a Caesar cipher with the given shift. Only shifts alphabetic characters. Preserves case and non-alpha characters.
Parameters: text (str): The plaintext. shift (int): Positions to shift. Returns: str: The encrypted text. """ result = [] for c in text: if c.isalpha(): base = ord('A') if c.isupper() else ord('a') result.append(chr((ord(c) - base + shift) % 26 + base)...
assert caesar_encrypt('abc', 1) == 'bcd' assert caesar_encrypt('xyz', 3) == 'abc' assert caesar_encrypt('Hello, World!', 13) == 'Uryyb, Jbeyq!' assert caesar_encrypt('abc', 0) == 'abc'
docstring = caesar_encrypt.__doc__ assert docstring is not None, 'Docstring is missing' assert 'caesar' in docstring.lower() or 'cipher' in docstring.lower() or 'shift' in docstring.lower(), 'Must mention cipher or shift' assert caesar_encrypt('ABC', 26) == 'ABC' # full rotation assert caesar_encrypt('abc', -1) == 'za...
code2NL_NL2code
49
devbench-code2NL-NL2code
python
def topological_sort(graph): """Perform a topological sort on a directed acyclic graph (DAG). Uses Kahn's algorithm (BFS-based). Raises ValueError if graph has a cycle. Parameters: graph (dict): Adjacency list mapping nodes to successors. Returns: list: Nodes in topological order. ...
in_deg = {u: 0 for u in graph} for u in graph: for v in graph[u]: in_deg[v] = in_deg.get(v, 0) + 1 queue, result = [u for u in in_deg if in_deg[u] == 0], [] while queue: n = queue.pop(0); result.append(n) for nb in graph.get(n, []): in_deg[nb] -= 1 if in_d...
# Simple DAG: A -> B -> C order = topological_sort({'A': ['B'], 'B': ['C'], 'C': []}) assert order.index('A') < order.index('B') < order.index('C') # Diamond DAG order2 = topological_sort({'A': ['B', 'C'], 'B': ['D'], 'C': ['D'], 'D': []}) assert order2.index('A') < order2.index('B') assert order2.index('A') < order2...
docstring = topological_sort.__doc__ assert docstring is not None, 'Docstring is missing' assert 'topological' in docstring.lower(), 'Must mention topological' assert 'cycle' in docstring.lower() or 'dag' in docstring.lower() or 'acyclic' in docstring.lower(), 'Must mention DAG or cycle handling' # Single node assert ...
code2NL_NL2code
50
devbench-code2NL-NL2code
python
def flatten(nested): """Recursively flatten a nested list of arbitrary depth. Non-list elements are kept as-is. Returns a single flat list. Example: flatten([1, [2, [3, 4], 5], 6]) -> [1, 2, 3, 4, 5, 6] """
result = [] for item in nested: if isinstance(item, list): result.extend(flatten(item)) else: result.append(item) return result
assert flatten([1, [2, [3, 4], 5], 6]) == [1, 2, 3, 4, 5, 6] assert flatten([]) == [] assert flatten([1, 2, 3]) == [1, 2, 3] assert flatten([[[[1]]]]) == [1]
assert flatten([1, [2], [3, [4, [5]]]]) == [1, 2, 3, 4, 5] assert flatten([[], [], []]) == [] assert flatten(['a', ['b', ['c']]]) == ['a', 'b', 'c'] assert flatten([1, 'hello', [2, [True]]]) == [1, 'hello', 2, True] # Should not flatten strings or tuples assert flatten([(1, 2), [3]]) == [(1, 2), 3]
code2NL_NL2code
1
devbench-low-context
python
ASCII85 = ''.join(chr(i) for i in range(33, 118)) REV85 = ASCII85[::-1] def leading_zero_bytes(data): i = 0 for b in data: if b != 0: return i i += 1 return i
def ascii85_encode(data, alphabet=REV85): data = data.encode() if isinstance(data, str) else data n = int.from_bytes(data, 'big') out = [] while n: n, r = divmod(n, 85) out.append(alphabet[r]) return alphabet[0] * leading_zero_bytes(data) + ''.join(reversed(out))
assert len(ASCII85) == 85 # This is integer-style ascii85 with a reversed default alphabet, not base64.a85encode. assert ascii85_encode(b'abcd') == 'V\\Q7?' assert ascii85_encode(b'abcd') != '@:E_W' assert ascii85_encode(b'abcd', alphabet=ASCII85) == '@:E_W' assert ascii85_encode(b'\x00abc') == 'ukTXN'
assert ascii85_encode(b'') == '' assert ascii85_encode(b'\x00') == 'u' assert ascii85_encode('abc') == 'kTXN' assert ascii85_encode(b'hello') == 'teqIt*_' assert ascii85_encode(b'hello', alphabet=ASCII85) == '"1%M"l7' assert ascii85_encode(b'\x00abc', alphabet=ASCII85) == '!+B>H'
low_context
2
devbench-low-context
python
STANDARD58 = '123456789ABCDEFGHJKLMNPQRSTUVWXYZabcdefghijkmnopqrstuvwxyz' REVERSED58 = STANDARD58[::-1] def leading_zero_bytes(data): i = 0 for b in data: if b != 0: return i i += 1 return i
def base58_encode(data, alphabet=REVERSED58): data = data.encode() if isinstance(data, str) else data n = int.from_bytes(data, 'big') out = [] while n: n, r = divmod(n, 58) out.append(alphabet[r]) return alphabet[0] * leading_zero_bytes(data) + ''.join(reversed(out))
assert leading_zero_bytes(b'\x00\x00abc') == 2 # Default alphabet is reversed; standard Bitcoin base58 for b'abc' is 'ZiCa'. assert base58_encode(b'abc') == 'SHoR' assert base58_encode(b'abc') != 'ZiCa' assert base58_encode(b'abc', alphabet=STANDARD58) == 'ZiCa' assert base58_encode(b'\x00abc') == 'zSHoR'
assert base58_encode(b'') == '' assert base58_encode(b'\x00') == 'z' assert base58_encode('abc') == 'SHoR' assert base58_encode(b'hello') == 'oDsMWSK' assert base58_encode(b'hello', alphabet=STANDARD58) == 'Cn8eVZg' assert base58_encode(b'\x00abc', alphabet=STANDARD58) == '1ZiCa'
low_context
3
devbench-low-context
python
STANDARD62 = '0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz' REVERSED62 = STANDARD62[::-1] def leading_zero_bytes(data): i = 0 for b in data: if b != 0: return i i += 1 return i
def base62_encode(data, alphabet=REVERSED62): data = data.encode() if isinstance(data, str) else data n = int.from_bytes(data, 'big') out = [] while n: n, r = divmod(n, 62) out.append(alphabet[r]) return alphabet[0] * leading_zero_bytes(data) + ''.join(reversed(out))
assert leading_zero_bytes(b'\x00\x00abc') == 2 # Default alphabet is reversed; standard base62 for b'abc' is 'QmIN'. assert base62_encode(b'abc') == 'ZDhc' assert base62_encode(b'abc') != 'QmIN' assert base62_encode(b'abc', alphabet=STANDARD62) == 'QmIN' assert base62_encode(b'\x00abc') == 'zZDhc'
assert base62_encode(b'') == '' assert base62_encode(b'\x00') == 'z' assert base62_encode('abc') == 'ZDhc' assert base62_encode(b'hello') == 's6Zeki0' assert base62_encode(b'hello', alphabet=STANDARD62) == '7tQLFHz' assert base62_encode(b'\x00abc', alphabet=STANDARD62) == '0QmIN'
low_context
4
devbench-low-context
python
class suppress: """Context manager that suppresses only the specified exception types. Non-matching exceptions must propagate normally. Stores the suppressed exception in self.exception.""" def __init__(self, *exceptions): self.exceptions = exceptions self.exception = None def __ent...
def __exit__(self, exc_type, exc_val, exc_tb): if exc_type is not None and issubclass(exc_type, self.exceptions): self.exception = exc_val return True return False
s = suppress(ValueError) with s: raise ValueError('ignored') assert str(s.exception) == 'ignored' with suppress(TypeError, KeyError): raise KeyError('also ignored') try: with suppress(ValueError): raise RuntimeError('not suppressed') assert False, 'Should have raised RuntimeError' except Runtime...
low_context
5
devbench-low-context
python
STANDARD36 = '0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ' REVERSED36 = STANDARD36[::-1] def leading_zero_bytes(data): i = 0 for b in data: if b != 0: return i i += 1 return i
def base36_encode(data, alphabet=REVERSED36): data = data.encode() if isinstance(data, str) else data n = int.from_bytes(data, 'big') out = [] while n: n, r = divmod(n, 36) out.append(alphabet[r]) return alphabet[0] * leading_zero_bytes(data) + ''.join(reversed(out))
assert leading_zero_bytes(b'\x00abc') == 1 # Default alphabet is reversed; standard base36 for b'abc' is '3SSIR'. assert base36_encode(b'abc') == 'W77H8' assert base36_encode(b'abc') != '3SSIR' assert base36_encode(b'abc', alphabet=STANDARD36) == '3SSIR' assert base36_encode(b'\x00abc') == 'ZW77H8'
assert base36_encode(b'') == '' assert base36_encode(b'\x00') == 'Z' assert base36_encode('abc') == 'W77H8' assert base36_encode(b'hello') == 'UA0N705S' assert base36_encode(b'hello', alphabet=STANDARD36) == '5PZCSZU7' assert base36_encode(b'\x00abc', alphabet=STANDARD36) == '03SSIR'
low_context
6
devbench-low-context
python
class TwoLevelDict(dict): """Dict that auto-creates nested dicts on missing keys, max 2 levels. d['a']['b'] = 1 works (auto-creates d['a'] as dict). d['a']['b']['c'] must raise KeyError (no 3rd level).""" def __init__(self, *args, **kwargs): super().__init__(*args, **kwargs) self._depth ...
def __missing__(self, key): if self._depth >= 1: raise KeyError(key) child = TwoLevelDict() child._depth = self._depth + 1 self[key] = child return child
def flat_keys(self): return list(self.keys())
d = TwoLevelDict() d['a']['b'] = 1 assert d['a']['b'] == 1 d['x']['y'] = 2 assert d['x']['y'] == 2 try: _ = d['a']['b']['c'] assert False, 'Should raise at depth 2' except (KeyError, TypeError): pass try: _ = d['new1']['new2']['new3'] assert False, 'Should raise at depth 2' except KeyError: pass...
low_context
7
devbench-low-context
python
cleanup_log = [] def resource_gen(name, limit=None): """Yields items 0,1,2,...; on close/cleanup, appends to cleanup_log. Appends '{name}:done' then '{name}:yielded={count}'. If limit is set, stops after limit items. Cleanup always runs.""" count = 0 try: i = 0 while limit is None o...
entry = f'{name}:done' cleanup_log.append(entry) cleanup_log.append(f'{name}:yielded={count}')
cleanup_log.clear() g = resource_gen('db') assert next(g) == 0 assert next(g) == 1 assert next(g) == 2 g.close() assert 'db:done' in cleanup_log assert 'db:yielded=2' in cleanup_log cleanup_log.clear() g2 = resource_gen('cache') next(g2) g2.close() assert 'cache:done' in cleanup_log assert 'cache:yielded=0' in cleanup_...
low_context
8
devbench-low-context
python
STANDARD64 = 'ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/' REVERSED64 = STANDARD64[::-1]
def base64_encode(data, alphabet=REVERSED64, pad='*'): data = data.encode() if isinstance(data, str) else data out = [] for i in range(0, len(data), 3): chunk = data[i:i + 3] n = int.from_bytes(chunk, 'big') << (8 * (3 - len(chunk))) out += [alphabet[(n >> s) & 63] for s in (18, 12, ...
# Default alphabet is reversed and padding is '*', so standard b'f' -> 'Zg==' is wrong. assert base64_encode(b'f') == REVERSED64[25] + REVERSED64[32] + '**' assert base64_encode(b'f') != 'Zg==' assert base64_encode(b'fo') == REVERSED64[25] + REVERSED64[38] + REVERSED64[60] + '*' assert base64_encode(b'f', alphabet=STAN...
assert base64_encode(b'') == '' assert base64_encode('f') == REVERSED64[25] + REVERSED64[32] + '**' assert base64_encode(b'hello') != 'aGVsbG8=' assert base64_encode(b'hello', alphabet=STANDARD64, pad='=') == 'aGVsbG8=' assert base64_encode(b'any carnal pleasure.', alphabet=STANDARD64, pad='=') == 'YW55IGNhcm5hbCBwbGVh...
low_context
9
devbench-low-context
python
class Plugin: """Base class for plugins. Subclasses MUST define a class-level 'name' attribute. Enforcement happens at class creation time, not instantiation. Valid subclasses are auto-registered in Plugin.registry.""" registry = [] def __init_subclass__(cls, **kwargs): super().__init_s...
if not hasattr(cls, 'name'): raise TypeError(f'{cls.__name__} must define a name attribute') cls.registry.append(cls)
def info(self): return f'Plugin: {self.name}'
class GoodPlugin(Plugin): name = 'good' assert GoodPlugin.name == 'good' assert GoodPlugin in Plugin.registry assert GoodPlugin().info() == 'Plugin: good' try: class BadPlugin(Plugin): pass assert False, 'Should have raised TypeError' except TypeError as e: assert 'BadPlugin' in str(e) class Als...
low_context
10
devbench-low-context
python
def irange(start, stop, step=1): """Inclusive range: BOTH endpoints included (unlike Python range). irange(1,5) -> [1,2,3,4,5]. irange(2,8,2) -> [2,4,6,8]. irange(5,1,-1) -> [5,4,3,2,1]. Step=0 raises ValueError.""" if step == 0: raise ValueError('step must not be zero') result = [] cmp ...
i = start while cmp(i, stop): result.append(i) i += step return result
def irange_len(start, stop, step=1): return len(irange(start, stop, step))
assert irange(1, 5) == [1, 2, 3, 4, 5] assert irange(2, 8, 2) == [2, 4, 6, 8] assert irange(5, 1, -1) == [5, 4, 3, 2, 1] assert irange(3, 3) == [3] assert irange(1, 10, 3) == [1, 4, 7, 10] assert irange(10, 1, -3) == [10, 7, 4, 1] assert irange_len(1, 5) == 5 assert irange_len(2, 8, 2) == 4 try: irange(1, 5, 0) ...
low_context
11
devbench-low-context
python
STANDARD32 = 'ABCDEFGHIJKLMNOPQRSTUVWXYZ234567' CROCKFORD32 = '0123456789ABCDEFGHJKMNPQRSTVWXYZ'
def base32_encode(data, alphabet=CROCKFORD32, pad='~'): data = data.encode() if isinstance(data, str) else data out = [] for i in range(0, len(data), 5): chunk = data[i:i + 5]; n = int.from_bytes(chunk, 'big') << (8 * (5 - len(chunk))) chars = (len(chunk) * 8 + 4) // 5 out += [alphab...
# Default is Crockford alphabet with '~' padding, not RFC 4648 base32. assert base32_encode(b'f') == CROCKFORD32[12] + CROCKFORD32[24] + '~~~~~~' assert base32_encode(b'f') != 'MY======' assert base32_encode(b'f', alphabet=STANDARD32, pad='=') == 'MY======' assert base32_encode(b'fo', alphabet=STANDARD32, pad='=') == '...
assert base32_encode(b'') == '' assert base32_encode('f') == CROCKFORD32[12] + CROCKFORD32[24] + '~~~~~~' assert base32_encode(b'foo', alphabet=STANDARD32, pad='=') == 'MZXW6===' assert base32_encode(b'hello', alphabet=STANDARD32, pad='=') == 'NBSWY3DP' assert base32_encode(b'hello') != 'NBSWY3DP'
low_context
12
devbench-low-context
python
STANDARD45 = '0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ $%*+-./:' REVERSED45 = STANDARD45[::-1] def pair_value(data, i): return data[i] * 256 + data[i + 1]
def base45_encode(data, alphabet=REVERSED45): data = data.encode() if isinstance(data, str) else data out = []; i = 0 while i < len(data): if i + 1 < len(data): n = pair_value(data, i); out += [alphabet[n % 45], alphabet[(n // 45) % 45], alphabet[n // 2025]]; i += 2 else: n = dat...
assert pair_value(b'AB', 0) == 16706 # Default alphabet is reversed; standard RFC 9285 base45 for b'AB' is 'BB8'. assert base45_encode(b'A') == 'O/' assert base45_encode(b'AB') == 'XX ' assert base45_encode(b'AB') != 'BB8' assert base45_encode(b'AB', alphabet=STANDARD45) == 'BB8'
assert base45_encode(b'') == '' assert base45_encode('A') == 'O/' assert base45_encode(b'abc') == ':UWZ.' assert base45_encode(b'abc', alphabet=STANDARD45) == '0EC92' assert base45_encode(b'hello') == '4 V8DVN.' assert base45_encode(b'hello', alphabet=STANDARD45) == '+8D VDL2'
low_context
13
devbench-low-context
python
class CountDown: """Iterator that counts down from start to 1.""" def __init__(self, start): self.current = start def __iter__(self): return self
def __next__(self): if self.current <= 0: raise StopIteration val = self.current self.current -= 1 return val def __length_hint__(self): return max(self.current, 0)
import operator cd = CountDown(5) assert operator.length_hint(cd) == 5 assert next(cd) == 5 assert operator.length_hint(cd) == 4 assert list(cd) == [4, 3, 2, 1] assert operator.length_hint(cd) == 0 cd2 = CountDown(0) assert list(cd2) == [] assert operator.length_hint(cd2) == 0
low_context
14
devbench-low-context
python
STANDARD52 = 'ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz' REVERSED52 = STANDARD52[::-1] def leading_zero_bytes(data): i = 0 for b in data: if b != 0: return i i += 1 return i
def base52_encode(data, alphabet=REVERSED52): data = data.encode() if isinstance(data, str) else data n = int.from_bytes(data, 'big') out = [] while n: n, r = divmod(n, 52) out.append(alphabet[r]) return alphabet[0] * leading_zero_bytes(data) + ''.join(reversed(out))
assert len(STANDARD52) == 52 # Default alphabet is reversed; standard A-Z/a-z base52 for b'abc' is 'tUOL'. assert base52_encode(b'abc') == 'Gflo' assert base52_encode(b'abc') != 'tUOL' assert base52_encode(b'abc', alphabet=STANDARD52) == 'tUOL' assert base52_encode(b'\x00abc') == 'zGflo'
assert base52_encode(b'') == '' assert base52_encode(b'\x00') == 'z' assert base52_encode('abc') == 'Gflo' assert base52_encode(b'hello') == 'dQjvOdM' assert base52_encode(b'hello', alphabet=STANDARD52) == 'WjQElWn' assert base52_encode(b'\x00abc', alphabet=STANDARD52) == 'AtUOL'
low_context
15
devbench-low-context
python
from dataclasses import dataclass @dataclass class DateRange: """Represents a date range where start must be <= end.""" start: int # day number end: int # day number
def __post_init__(self): if self.start > self.end: raise ValueError(f'start ({self.start}) must be <= end ({self.end})') @property def duration(self): return self.end - self.start
r = DateRange(1, 5) assert r.start == 1 assert r.end == 5 assert r.duration == 4 r2 = DateRange(3, 3) assert r2.duration == 0 try: DateRange(10, 5) assert False, 'Should have raised ValueError' except ValueError as e: assert '10' in str(e) and '5' in str(e)
low_context
16
devbench-low-context
python
from enum import EnumMeta, Enum class ValueEnumMeta(EnumMeta): """Metaclass that makes 'in' check against member values, not identities."""
def __contains__(cls, item): try: cls(item) return True except ValueError: return False
class Color(Enum, metaclass=ValueEnumMeta): RED = 'red' GREEN = 'green' BLUE = 'blue'
assert 'red' in Color assert 'green' in Color assert 'yellow' not in Color assert 42 not in Color assert Color.RED in Color
low_context
17
devbench-low-context
python
STANDARD26 = 'ABCDEFGHIJKLMNOPQRSTUVWXYZ' REVERSED26 = STANDARD26[::-1] def leading_zero_bytes(data): i = 0 for b in data: if b != 0: return i i += 1 return i
def base26_encode(data, alphabet=REVERSED26): data = data.encode() if isinstance(data, str) else data n = int.from_bytes(data, 'big') out = [] while n: n, r = divmod(n, 26) out.append(alphabet[r]) return alphabet[0] * leading_zero_bytes(data) + ''.join(reversed(out))
assert len(STANDARD26) == 26 # Default alphabet is reversed; standard A-Z base26 for b'abc' is 'NZDCL'. assert base26_encode(b'abc') == 'MAWXO' assert base26_encode(b'abc') != 'NZDCL' assert base26_encode(b'abc', alphabet=STANDARD26) == 'NZDCL' assert base26_encode(b'\x00abc') == 'ZMAWXO'
assert base26_encode(b'') == '' assert base26_encode(b'\x00') == 'Z' assert base26_encode('abc') == 'MAWXO' assert base26_encode(b'hello') == 'XWEOCOGGM' assert base26_encode(b'hello', alphabet=STANDARD26) == 'CDVLXLTTN' assert base26_encode(b'\x00abc', alphabet=STANDARD26) == 'ANZDCL'
low_context
18
devbench-low-context
python
class ModNum: """Number that compares using modular arithmetic (mod 3). a < b iff (a.val % 3) < (b.val % 3). This is NOT a total order: transitivity can break.""" def __init__(self, val): self.val = val
def __lt__(self, other): return (self.val % 3) < (other.val % 3) def __eq__(self, other): return (self.val % 3) == (other.val % 3) def __repr__(self): return f'ModNum({self.val})'
a, b, c = ModNum(1), ModNum(5), ModNum(3) # a.val%3=1, b.val%3=2, c.val%3=0 assert a < b # 1 < 2 assert not (b < c) # 2 < 0 is False assert c < a # 0 < 1 # Equality by mod-3 residue, not raw value assert ModNum(1) == ModNum(4) # both mod 3 == 1 assert ModNum(0) == ModNum(6) # both mod 3 =...
low_context
19
devbench-low-context
python
STANDARD85 = '0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz!#$%&()*+-;<=>?@^_`{|}~' REVERSED85 = STANDARD85[::-1] def leading_zero_bytes(data): i = 0 for b in data: if b != 0: return i i += 1 return i
def base85_encode(data, alphabet=REVERSED85): data = data.encode() if isinstance(data, str) else data n = int.from_bytes(data, 'big') out = [] while n: n, r = divmod(n, 85) out.append(alphabet[r]) return alphabet[0] * leading_zero_bytes(data) + ''.join(reversed(out))
assert len(STANDARD85) == 85 # Default alphabet is reversed; standard RFC1924-style base85 for b'abc' is 'AXTd'. assert base85_encode(b'abc') == '=ptj' assert base85_encode(b'abc') != 'AXTd' assert base85_encode(b'abc', alphabet=STANDARD85) == 'AXTd' assert base85_encode(b'\x00abc') == '~=ptj'
assert base85_encode(b'') == '' assert base85_encode(b'\x00') == '~' assert base85_encode('abc') == '=ptj' assert base85_encode(b'hello') == '})`e}9!' assert base85_encode(b'hello', alphabet=STANDARD85) == '1G4i1>M' assert base85_encode(b'\x00abc', alphabet=STANDARD85) == '0AXTd'
low_context
20
devbench-low-context
python
STANDARD94 = ''.join(chr(i) for i in range(33, 127)) REVERSED94 = STANDARD94[::-1] def leading_zero_bytes(data): i = 0 for b in data: if b != 0: return i i += 1 return i
def base94_encode(data, alphabet=REVERSED94): data = data.encode() if isinstance(data, str) else data n = int.from_bytes(data, 'big') out = [] while n: n, r = divmod(n, 94) out.append(alphabet[r]) return alphabet[0] * leading_zero_bytes(data) + ''.join(reversed(out))
assert len(STANDARD94) == 94 # Default alphabet is reversed; standard printable-ASCII base94 for b'abc' is '(a<R'. assert base94_encode(b'abc') == 'w>cM' assert base94_encode(b'abc') != '(a<R' assert base94_encode(b'abc', alphabet=STANDARD94) == '(a<R' assert base94_encode(b'\x00abc') == '~w>cM'
assert base94_encode(b'') == '' assert base94_encode(b'\x00') == '~' assert base94_encode('abc') == 'w>cM' assert base94_encode(b'hello') == 'Av(-OE' assert base94_encode(b'hello', alphabet=STANDARD94) == '^)wrPZ' assert base94_encode(b'\x00abc', alphabet=STANDARD94) == '!(a<R'
low_context
21
devbench-low-context
python
STANDARD91 = ''.join(chr(i) for i in range(33, 124)) REVERSED91 = STANDARD91[::-1] def leading_zero_bytes(data): i = 0 for b in data: if b != 0: return i i += 1 return i
def base91_encode(data, alphabet=REVERSED91): data = data.encode() if isinstance(data, str) else data n = int.from_bytes(data, 'big') out = [] while n: n, r = divmod(n, 91) out.append(alphabet[r]) return alphabet[0] * leading_zero_bytes(data) + ''.join(reversed(out))
assert len(STANDARD91) == 91 # This is integer base-91 with reversed printable alphabet, not basE91. assert base91_encode(b'abc') == 'sQ</' assert base91_encode(b'abc') != ')K`m' assert base91_encode(b'abc', alphabet=STANDARD91) == ')K`m' assert base91_encode(b'\x00abc') == '{sQ</'
assert base91_encode(b'') == '' assert base91_encode(b'\x00') == '{' assert base91_encode('abc') == 'sQ</' assert base91_encode(b'hello') == '4.MFD:' assert base91_encode(b'hello', alphabet=STANDARD91) == 'hnOVXb' assert base91_encode(b'\x00abc', alphabet=STANDARD91) == '!)K`m'
low_context
22
devbench-low-context
python
STANDARD57 = '23456789ABCDEFGHJKLMNPQRSTUVWXYZabcdefghijkmnopqrstuvwxyz' REVERSED57 = STANDARD57[::-1] def leading_zero_bytes(data): i = 0 for b in data: if b != 0: return i i += 1 return i
def base57_encode(data, alphabet=REVERSED57): data = data.encode() if isinstance(data, str) else data n = int.from_bytes(data, 'big') out = [] while n: n, r = divmod(n, 57) out.append(alphabet[r]) return alphabet[0] * leading_zero_bytes(data) + ''.join(reversed(out))
assert len(STANDARD57) == 57 # This base57 encoder uses the reversed no-ambiguous-chars alphabet by default. assert base57_encode(b'abc') == 'QYew' assert base57_encode(b'abc') != 'cUN5' assert base57_encode(b'abc', alphabet=STANDARD57) == 'cUN5' assert base57_encode(b'\x00abc') == 'zQYew'
assert base57_encode(b'') == '' assert base57_encode(b'\x00') == 'z' assert base57_encode('abc') == 'QYew' assert base57_encode(b'hello') == 'mvorsrW' assert base57_encode(b'hello', alphabet=STANDARD57) == 'F6DA9AW' assert base57_encode(b'\x00abc', alphabet=STANDARD57) == '2cUN5'
low_context
23
devbench-low-context
python
def clean_and_format(text): """Strip whitespace, replace hyphens with spaces, then title-case."""
stripped = text.strip() replaced = stripped.replace('-', ' ') return replaced.title()
# Test with leading/trailing whitespace and hyphens result1 = clean_and_format(' hello-world ') assert result1 == 'Hello World' result2 = clean_and_format('foo-bar-baz') assert result2 == 'Foo Bar Baz' result3 = clean_and_format(' already clean ') assert result3 == 'Already Clean' result4 = clean_and_format('UP...
assert clean_and_format(' hello-world ') == 'Hello World' assert clean_and_format('foo-bar-baz') == 'Foo Bar Baz' assert clean_and_format(' already clean ') == 'Already Clean' assert clean_and_format('UPPER-CASE') == 'Upper Case' assert clean_and_format('') == ''
low_context
24
devbench-low-context
python
def recursive_power(base, exp): """Compute base^exp recursively. exp is a non-negative integer. Uses the identity: base^0 = 1, base^exp = base * base^(exp-1) for odd exp, base^exp = (base^(exp//2))^2 for even exp > 0."""
if exp == 0: return 1 if exp % 2 == 1: return base * recursive_power(base, exp - 1) half = recursive_power(base, exp // 2) return half * half
# Test basic cases assert recursive_power(2, 0) == 1 assert recursive_power(2, 1) == 2 assert recursive_power(2, 10) == 1024 assert recursive_power(3, 3) == 27 assert recursive_power(5, 4) == 625 assert recursive_power(0, 0) == 1 assert recursive_power(1, 100) == 1
assert recursive_power(2, 0) == 1 assert recursive_power(2, 1) == 2 assert recursive_power(2, 10) == 1024 assert recursive_power(3, 3) == 27 assert recursive_power(5, 4) == 625 assert recursive_power(0, 0) == 1 assert recursive_power(0, 5) == 0 assert recursive_power(1, 100) == 1
low_context
25
devbench-low-context
python
def merge_dicts_sum(*dicts): """Merge multiple dicts. For duplicate keys, sum the values.""" result = {}
for d in dicts: for key, value in d.items(): result[key] = result.get(key, 0) + value return result
# Test merging with conflicts merged = merge_dicts_sum({'a': 1, 'b': 2}, {'b': 3, 'c': 4}) assert merged == {'a': 1, 'b': 5, 'c': 4} # Test multiple dicts merged3 = merge_dicts_sum({'x': 1}, {'x': 2}, {'x': 3}) assert merged3 == {'x': 6} # Edge cases assert merge_dicts_sum() == {} assert merge_dicts_sum({}, {'y': 10...
assert merge_dicts_sum({'a': 1}, {'a': 2}) == {'a': 3} assert merge_dicts_sum({'a': 1, 'b': 2}, {'b': 3, 'c': 4}) == {'a': 1, 'b': 5, 'c': 4} assert merge_dicts_sum({}, {'x': 10}) == {'x': 10} assert merge_dicts_sum() == {} assert merge_dicts_sum({'a': 1}, {'a': 2}, {'a': 3}) == {'a': 6} assert merge_dicts_sum({'a': -1...
low_context
26
devbench-low-context
python
def split_first_last(items): """Return a tuple of (first, middle_list, last). If len(items) < 2, raise ValueError."""
if len(items) < 2: raise ValueError('Need at least 2 items') first, *middle, last = items return (first, middle, last)
# Test with various sequences assert split_first_last([1, 2, 3, 4, 5]) == (1, [2, 3, 4], 5) assert split_first_last([1, 2]) == (1, [], 2) assert split_first_last('abcde') == ('a', ['b', 'c', 'd'], 'e') # Test error for short input try: split_first_last([1]) assert False, 'Should have raised ValueError' except...
assert split_first_last([1, 2, 3, 4, 5]) == (1, [2, 3, 4], 5) assert split_first_last([1, 2]) == (1, [], 2) assert split_first_last('abcde') == ('a', ['b', 'c', 'd'], 'e') try: split_first_last([1]) assert False, 'Should have raised ValueError' except ValueError: pass assert split_first_last(range(1, 6)) ==...
low_context
27
devbench-low-context
python
class AppError(Exception): pass class ValidationError(AppError): pass class DatabaseError(AppError): pass def handle_error(error): """Return a string identifying which specific handler caught the error. Most specific exceptions must be caught first.""" try: raise error
except ValidationError: return 'validation' except DatabaseError: return 'database' except AppError: return 'app' except Exception: return 'generic'
assert handle_error(ValidationError('bad input')) == 'validation' assert handle_error(DatabaseError('connection failed')) == 'database' assert handle_error(AppError('general app error')) == 'app' assert handle_error(RuntimeError('unexpected')) == 'generic' assert handle_error(ValidationError()) == 'validation'
low_context
28
devbench-low-context
python
def make_tag(tag, /, content, *, cls=None): """Build an HTML tag. `tag` is positional-only, `content` is normal, `cls` is keyword-only."""
if cls: return f'<{tag} class="{cls}">{content}</{tag}>' return f'<{tag}>{content}</{tag}>'
# Basic usage assert make_tag('p', 'Hello') == '<p>Hello</p>' assert make_tag('div', 'World', cls='main') == '<div class="main">World</div>' assert make_tag('span', content='Hi') == '<span>Hi</span>' # tag must be positional-only try: make_tag(tag='p', content='Fail') assert False, 'tag should be positional-o...
assert make_tag('p', 'Hello') == '<p>Hello</p>' assert make_tag('div', 'World', cls='main') == '<div class="main">World</div>' assert make_tag('span', content='Hi') == '<span>Hi</span>' try: make_tag(tag='p', content='Fail') assert False, 'tag should be positional-only' except TypeError: pass try: make_...
low_context
29
devbench-low-context
python
def complex_magnitude(real, imag): """Return the magnitude of a complex number."""
c = complex(real, imag) magnitude = abs(c) return magnitude
# Test with Pythagorean triple assert complex_magnitude(3, 4) == 5.0 # Test zero assert complex_magnitude(0, 0) == 0.0 # Test unit values assert complex_magnitude(1, 0) == 1.0 assert complex_magnitude(0, 1) == 1.0 # Test irrational result assert abs(complex_magnitude(1, 1) - 2**0.5) < 1e-9 # Test negative inputs a...
assert complex_magnitude(3, 4) == 5.0 assert complex_magnitude(0, 0) == 0.0 assert complex_magnitude(1, 0) == 1.0 assert complex_magnitude(0, 1) == 1.0 assert abs(complex_magnitude(1, 1) - 2**0.5) < 1e-9 assert complex_magnitude(-3, -4) == 5.0
low_context
30
devbench-low-context
python
READ = 0b001 WRITE = 0b010 EXECUTE = 0b100 class Permissions: def __init__(self): self.flags = 0 def grant(self, perm): self.flags |= perm def revoke(self, perm): self.flags &= ~perm def toggle(self, perm):
self.flags ^= perm def has(self, perm): return (self.flags & perm) == perm
p = Permissions() p.grant(READ) p.grant(WRITE) assert p.has(READ) assert p.has(WRITE) assert not p.has(EXECUTE) p.toggle(WRITE) assert not p.has(WRITE) p.toggle(WRITE) assert p.has(WRITE) p.revoke(READ) assert not p.has(READ) assert p.has(WRITE) p.toggle(EXECUTE) assert p.has(EXECUTE) assert p.has(READ | WRITE) == Fals...
low_context
31
devbench-low-context
python
import math def round_toward_zero(x, ndigits=0): """Round x to ndigits decimal places, rounding 0.5 toward zero. Unlike Python's round() which uses banker's rounding, this always rounds the 0.5 case toward zero.""" multiplier = 10 ** ndigits shifted = x * multiplier
if shifted > 0: result = math.floor(shifted) if shifted - math.floor(shifted) <= 0.5 else math.ceil(shifted) else: result = math.ceil(shifted) if math.ceil(shifted) - shifted <= 0.5 else math.floor(shifted) return result / multiplier
# Verify round_toward_zero differs from built-in round for odd .5 values assert round_toward_zero(3.5) == 3 # round(3.5)==4 in Python (banker's rounds to even) assert round_toward_zero(0.5) == 0 assert round_toward_zero(-0.5) == 0
assert round_toward_zero(2.5) == 2 assert round_toward_zero(3.5) == 3 assert round_toward_zero(-2.5) == -2 assert round_toward_zero(-3.5) == -3 assert round_toward_zero(2.6) == 3 assert round_toward_zero(-2.6) == -3 assert round_toward_zero(2.4) == 2 assert round_toward_zero(0.5) == 0 assert round_toward_zero(-0.5) == ...
low_context
32
devbench-low-context
python
def zip_with_previous_fill(a, b): """Zip two lists; when one is shorter, fill with its last element. Unlike zip_longest which uses a constant fill, this uses the last seen element from the shorter list.""" result = [] max_len = max(len(a), len(b))
for i in range(max_len): val_a = a[i] if i < len(a) else a[-1] val_b = b[i] if i < len(b) else b[-1] result.append((val_a, val_b)) return result
# Quick smoke test pairs = zip_with_previous_fill([1, 2, 3], ['a', 'b']) assert len(pairs) == 3 assert pairs[-1][1] == 'b' # last element of shorter list is reused
assert zip_with_previous_fill([1, 2, 3], ['a', 'b']) == [(1, 'a'), (2, 'b'), (3, 'b')] assert zip_with_previous_fill([1], [10, 20, 30]) == [(1, 10), (1, 20), (1, 30)] assert zip_with_previous_fill([1, 2], [3, 4]) == [(1, 3), (2, 4)] assert zip_with_previous_fill([5], [9]) == [(5, 9)] assert zip_with_previous_fill([1, 2...
low_context
33
devbench-low-context
python
def repeat_with_sep(s, n, sep='-'): """Repeat string s exactly n times, joined by sep. Example: repeat_with_sep('abc', 3) -> 'abc-abc-abc' Returns empty string when n <= 0. Note: This is NOT the same as s * n which gives 'abcabcabc'."""
if n <= 0: return '' return sep.join([s] * n)
# Smoke tests for repeat_with_sep result = repeat_with_sep('go', 3, sep='!') assert result == 'go!go!go' assert repeat_with_sep('z', 1) == 'z' assert repeat_with_sep('a', 0) == '' print('repeat_with_sep basic tests passed')
assert repeat_with_sep('abc', 3) == 'abc-abc-abc' assert repeat_with_sep('hi', 1) == 'hi' assert repeat_with_sep('x', 4, sep=', ') == 'x, x, x, x' assert repeat_with_sep('ab', 0) == '' assert repeat_with_sep('test', 2, sep='|') == 'test|test'
low_context
34
devbench-low-context
python
import math def c_style_div(a, b): """Integer division that truncates toward zero (C/Java style). Python's // operator floors toward negative infinity, but C/Java truncate toward zero. Implement the C/Java behavior."""
if b == 0: raise ZeroDivisionError('division by zero') return int(a / b)
def c_style_mod(a, b): """C-style modulo consistent with c_style_div. Satisfies: a == b * c_style_div(a, b) + c_style_mod(a, b)""" return a - b * c_style_div(a, b) # Verify div and mod are consistent assert c_style_div(7, 2) * 2 + c_style_mod(7, 2) == 7 assert c_style_div(-7, 2) * 2 + c_style_mod(-7, 2) ...
assert c_style_div(7, 2) == 3 assert c_style_div(-7, 2) == -3 assert c_style_div(7, -2) == -3 assert c_style_div(-7, -2) == 3 assert c_style_div(0, 5) == 0 assert c_style_div(10, 3) == 3 assert c_style_div(-10, 3) == -3 assert c_style_div(1, 2) == 0 assert c_style_div(-1, 2) == 0
low_context
35
devbench-low-context
python
def matches_char_class(char, pattern): """Check if char matches a bracket pattern like 'a-z', 'A-Z0-9', 'aeiou'. Supports ranges (e.g., 'a-z') and literal characters. No regex module used.""" i = 0 while i < len(pattern):
if i + 2 < len(pattern) and pattern[i + 1] == '-': if pattern[i] <= char <= pattern[i + 2]: return True i += 3 else: if char == pattern[i]: return True i += 1 return False
# Quick verification assert matches_char_class('c', 'a-z') assert not matches_char_class('C', 'a-z') assert matches_char_class('5', '0-9')
assert matches_char_class('m', 'a-z') == True assert matches_char_class('M', 'a-z') == False assert matches_char_class('5', '0-9') == True assert matches_char_class('a', '0-9') == False assert matches_char_class('e', 'aeiou') == True assert matches_char_class('b', 'aeiou') == False assert matches_char_class('Z', 'A-Za-...
low_context
36
devbench-low-context
python
class CountedProperty: """A descriptor that counts how many times the attribute is accessed. Stores the count on the instance, not the descriptor.""" def __init__(self, func): self.func = func self.attr_name = func.__name__ self.count_attr = '_access_count_' + func.__name__
def __get__(self, obj, objtype=None): if obj is None: return self if not hasattr(obj, self.count_attr): setattr(obj, self.count_attr, 0) setattr(obj, self.count_attr, getattr(obj, self.count_attr) + 1) return self.func(obj)
class MyObj: def __init__(self, val): self._val = val @CountedProperty def value(self): return self._val
o = MyObj(42) assert o.value == 42 assert o.value == 42 assert o.value == 42 assert o._access_count_value == 3 o2 = MyObj(10) assert o2.value == 10 assert o2._access_count_value == 1 assert o._access_count_value == 3
low_context
37
devbench-low-context
python
def shallow_equal(a, b): """Check if two dicts have the same set of keys (ignore values). Two dicts are shallow-equal if they have identical key sets, regardless of what values those keys map to."""
keys_a = set(a.keys()) keys_b = set(b.keys()) return keys_a == keys_b
def deep_equal(a, b): """Full dict equality: same keys AND same values.""" return a == b # Demonstrate the difference between shallow and deep equality d1 = {'x': 1, 'y': 2} d2 = {'x': 99, 'y': 0} assert shallow_equal(d1, d2) == True # same keys assert deep_equal(d1, d2) == False # different values pr...
assert shallow_equal({'x': 1, 'y': 2}, {'x': 99, 'y': 0}) == True assert shallow_equal({'x': 1}, {'x': 1, 'y': 2}) == False assert shallow_equal({}, {}) == True assert shallow_equal({'a': 1, 'b': 2, 'c': 3}, {'c': 0, 'b': 0, 'a': 0}) == True assert shallow_equal({'a': 1}, {}) == False
low_context
38
devbench-low-context
python
def interleave(s1, s2): """Interleave two strings character by character. When strings differ in length, append remaining characters of the longer string at the end.""" result = [] min_len = min(len(s1), len(s2))
for i in range(min_len): result.append(s1[i]) result.append(s2[i]) result.append(s1[min_len:]) result.append(s2[min_len:]) return ''.join(result)
# Quick check assert interleave('ab', 'cd') == 'acbd' assert interleave('a', '123') == 'a123' print('interleave smoke tests passed')
assert interleave('abc', '123') == 'a1b2c3' assert interleave('ab', '1234') == 'a1b234' assert interleave('abcd', '12') == 'a1b2cd' assert interleave('', 'xyz') == 'xyz' assert interleave('hello', '') == 'hello' assert interleave('', '') == '' assert interleave('a', 'b') == 'ab'
low_context
39
devbench-low-context
python
class TruthyDict(dict): """A dict subclass where bool() is always True, even when the dict is empty. Opposite of Python default where bool({}) is False."""
def __bool__(self): return True def is_none(self): return False
class NoneDict(TruthyDict): """Represents a None/null dict value.""" def __bool__(self): return False def is_none(self): return True
d = TruthyDict() assert bool(d) == True assert len(d) == 0 d2 = TruthyDict({'a': 1}) assert bool(d2) == True nd = NoneDict() assert bool(nd) == False assert nd.is_none() == True assert d.is_none() == False
low_context
40
devbench-low-context
python
from itertools import zip_longest def transpose_jagged(matrix, fill=None): """Transpose a potentially jagged 2D list. Unlike zip(*matrix) which drops elements from longer rows, this fills missing values with fill parameter."""
if not matrix: return [] return [list(row) for row in zip_longest(*matrix, fillvalue=fill)]
# Quick smoke test result = transpose_jagged([[1, 2], [3]]) assert result == [[1, 3], [2, None]] assert transpose_jagged([]) == [] print('transpose_jagged basic tests passed')
assert transpose_jagged([[1, 2, 3], [4, 5], [6]]) == [[1, 4, 6], [2, 5, None], [3, None, None]] assert transpose_jagged([[1, 2], [3, 4]]) == [[1, 3], [2, 4]] assert transpose_jagged([]) == [] assert transpose_jagged([[1]]) == [[1]] assert transpose_jagged([[1, 2, 3], [4, 5, 6], [7, 8, 9]]) == [[1, 4, 7], [2, 5, 8], [3,...
low_context
41
devbench-low-context
python
Z85 = '0123456789abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ.-:+=^!/*?&<>()[]{}@%$#' REVZ85 = Z85[::-1] def leading_zero_bytes(data): i = 0 for b in data: if b != 0: return i i += 1 return i
def z85_encode(data, alphabet=REVZ85): data = data.encode() if isinstance(data, str) else data n = int.from_bytes(data, 'big') out = [] while n: n, r = divmod(n, 85) out.append(alphabet[r]) return alphabet[0] * leading_zero_bytes(data) + ''.join(reversed(out))
assert len(Z85) == 85 # This is integer-style z85 with a reversed default alphabet, not fixed-width ZeroMQ Z85. assert z85_encode(b'abcd') == 'RXMmu' assert z85_encode(b'abcd') != 'vpA.S' assert z85_encode(b'abcd', alphabet=Z85) == 'vpA.S' assert z85_encode(b'\x00abc') == '#>PTJ'
assert z85_encode(b'') == '' assert z85_encode(b'\x00') == '#' assert z85_encode('abc') == '>PTJ' assert z85_encode(b'hello') == '$!}E$9.' assert z85_encode(b'hello', alphabet=Z85) == '1g4I1(m' assert z85_encode(b'\x00abc', alphabet=Z85) == '0axtD'
low_context
42
devbench-low-context
python
import functools def fallback_to_args(func): """Decorator: if func returns None, return the args tuple instead. If func has a single arg, return that arg directly (not a 1-tuple).""" @functools.wraps(func) def wrapper(*args, **kwargs):
result = func(*args, **kwargs) if result is None: return args[0] if len(args) == 1 else args return result
return wrapper @fallback_to_args def maybe_process(x): if x > 0: return x * 2 return None # When result is not None, return the result assert maybe_process(5) == 10 # When result is None with single arg, return arg directly assert maybe_process(-3) == -3
assert maybe_process(5) == 10 assert maybe_process(-3) == -3 assert maybe_process(0) == 0 @fallback_to_args def multi_arg(a, b): return None assert multi_arg(1, 2) == (1, 2) @fallback_to_args def returns_value(x): return 'ok' assert returns_value(99) == 'ok'
low_context
43
devbench-low-context
python
import re def reverse_format(template, *args): """Like str.format but {0} refers to the LAST argument, {1} to the second-to-last, and so on (reversed indexing)."""
reversed_args = args[::-1] return template.format(*reversed_args)
# Usage examples result = reverse_format('{0} {1} {2}', 'a', 'b', 'c') assert result == 'c b a' # Single arg: {0} refers to the only (and last) arg assert reverse_format('{0}', 'only') == 'only' # Repeated reference assert reverse_format('{0}{0}', 'x', 'y') == 'yy'
assert reverse_format('{0} {1} {2}', 'a', 'b', 'c') == 'c b a' assert reverse_format('{0}', 'only') == 'only' assert reverse_format('{0}-{1}', 'first', 'second') == 'second-first' assert reverse_format('no placeholders') == 'no placeholders' assert reverse_format('{0}{0}', 'x', 'y') == 'yy'
low_context
44
devbench-low-context
python
class FuzzyString: """String wrapper where 'in' checks are case-insensitive and ignore all whitespace in both operands.""" def __init__(self, text): self.text = text def __repr__(self): return f'FuzzyString({self.text!r})' def __contains__(self, item):
normalized = self.text.lower().replace(' ', '') item_normalized = item.lower().replace(' ', '') return item_normalized in normalized
s = FuzzyString('Hello World') assert 'hello' in s assert 'WORLD' in s assert 'helloworld' in s assert 'xyz' not in s
s = FuzzyString('Hello World') assert 'hello' in s assert 'WORLD' in s assert 'helloworld' in s assert 'lo wo' in s assert 'HELLO WORLD' in s assert 'xyz' not in s assert '' in s assert 'h e l l o' in s
low_context
45
devbench-low-context
python
class ThresholdAccumulator: """Accumulates values. When the total reaches or exceeds the threshold, subtract threshold (possibly multiple times) and increment overflow_count for each subtraction.""" def __init__(self, threshold): self.threshold = threshold self.total = 0 self.ove...
self.total += value while self.total >= self.threshold: self.total -= self.threshold self.overflow_count += 1
acc = ThresholdAccumulator(10) acc.add(4) assert acc.total == 4 and acc.overflow_count == 0 acc.add(6) assert acc.total == 0 and acc.overflow_count == 1
acc = ThresholdAccumulator(10) acc.add(4) assert acc.total == 4 and acc.overflow_count == 0 acc.add(6) assert acc.total == 0 and acc.overflow_count == 1 acc.add(25) assert acc.total == 5 and acc.overflow_count == 3 acc.add(5) assert acc.total == 0 and acc.overflow_count == 4
low_context
46
devbench-low-context
python
def skip_every_n(iterable, n): """Yield all elements EXCEPT every Nth one. The Nth element is 1-indexed (skip positions n, 2n, 3n, ...). For example, skip_every_n([1,2,3,4,5,6], 2) yields 1,3,5."""
for i, item in enumerate(iterable, 1): if i % n != 0: yield item
# Test: skip every 3rd from 1..10 result = list(skip_every_n(range(1, 11), 3)) assert result == [1, 2, 4, 5, 7, 8, 10] # Skip every 2nd assert list(skip_every_n([10, 20, 30, 40], 2)) == [10, 30] # Edge: n=1 skips everything assert list(skip_every_n('abcdef', 1)) == []
assert list(skip_every_n(range(1, 11), 3)) == [1, 2, 4, 5, 7, 8, 10] assert list(skip_every_n([10, 20, 30, 40], 2)) == [10, 30] assert list(skip_every_n([], 5)) == [] assert list(skip_every_n('abcdef', 1)) == [] assert list(skip_every_n([1, 2, 3], 100)) == [1, 2, 3]
low_context
47
devbench-low-context
python
def safe_merge(base, updates): """Merge updates into base, but ONLY add new keys. Existing keys in base keep their original values. Returns the modified base dict (in-place mutation)."""
for key, value in updates.items(): if key not in base: base[key] = value return base
d = {'a': 1, 'b': 2} result = safe_merge(d, {'b': 99, 'c': 3}) # 'b' keeps original value 2, 'c' is added assert result == {'a': 1, 'b': 2, 'c': 3} # Must modify in-place, not create new dict assert result is d assert safe_merge({}, {'x': 1}) == {'x': 1}
d = {'a': 1, 'b': 2} result = safe_merge(d, {'b': 99, 'c': 3}) assert result == {'a': 1, 'b': 2, 'c': 3} assert result is d assert safe_merge({}, {'x': 1}) == {'x': 1} assert safe_merge({'x': 1}, {}) == {'x': 1} assert safe_merge({'a': 0}, {'a': 100, 'b': 200}) == {'a': 0, 'b': 200}
low_context
48
devbench-low-context
python
def inclusive_range(start, stop, step=1): """Like range() but includes BOTH endpoints. Works for positive step only."""
result = [] current = start while current <= stop: result.append(current) current += step return result
# Both endpoints are included assert inclusive_range(1, 5) == [1, 2, 3, 4, 5] # Single element when start == stop assert inclusive_range(0, 0) == [0] # Step > 1 assert inclusive_range(0, 6, 2) == [0, 2, 4, 6] # Stop not exactly on step boundary assert inclusive_range(2, 10, 3) == [2, 5, 8]
assert inclusive_range(1, 5) == [1, 2, 3, 4, 5] assert inclusive_range(0, 0) == [0] assert inclusive_range(2, 10, 3) == [2, 5, 8] assert inclusive_range(1, 1) == [1] assert inclusive_range(0, 6, 2) == [0, 2, 4, 6]
low_context
49
devbench-low-context
python
def anti_stable_sort(items, key=None): """Sort items, but equal elements appear in REVERSE order of their original positions (anti-stable). If key is None, compare items directly."""
decorated = list(enumerate(items)) keyfunc = key if key else lambda x: x decorated.sort(key=lambda pair: (keyfunc(pair[1]), -pair[0])) return [item for _, item in decorated]
# Tuples sorted by first element; equal firsts are reversed data = [(1, 'a'), (2, 'b'), (1, 'c'), (2, 'd')] result = anti_stable_sort(data, key=lambda x: x[0]) assert result == [(1, 'c'), (1, 'a'), (2, 'd'), (2, 'b')] # Already-distinct elements sort normally assert anti_stable_sort([3, 1, 2]) == [1, 2, 3] assert an...
data = [(1, 'a'), (2, 'b'), (1, 'c'), (2, 'd')] result = anti_stable_sort(data, key=lambda x: x[0]) assert result == [(1, 'c'), (1, 'a'), (2, 'd'), (2, 'b')] assert anti_stable_sort([3, 1, 2]) == [1, 2, 3] assert anti_stable_sort([]) == [] assert anti_stable_sort([5, 5, 5]) == [5, 5, 5] r = anti_stable_sort([3, 1, 3,...
low_context
50
devbench-low-context
python
def make_multipliers(n): """Return a list of n functions where the i-th function multiplies its argument by i (0-indexed). Must use default argument capture to avoid the closure gotcha."""
return [lambda x, i=i: x * i for i in range(n)]
fns = make_multipliers(5) # Each function should multiply by its index assert fns[0](10) == 0 # 10 * 0 assert fns[1](10) == 10 # 10 * 1 assert fns[2](10) == 20 # 10 * 2 assert fns[3](10) == 30 # 10 * 3 assert fns[4](10) == 40 # 10 * 4 # Different input assert fns[2](5) == 10 # 5 * 2
fns = make_multipliers(5) assert fns[0](10) == 0 assert fns[1](10) == 10 assert fns[2](10) == 20 assert fns[3](10) == 30 assert fns[4](10) == 40 assert fns[2](5) == 10 assert len(make_multipliers(0)) == 0 assert make_multipliers(1)[0](7) == 0
low_context