File size: 9,690 Bytes
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import csv
import html
import json
import logging
import re
import sqlite3
from pathlib import Path
from typing import Dict, Iterable, Iterator, List, Tuple
from tqdm import tqdm
HTML_TAG_RE = re.compile(r"<[^>]+>")
WS_RE = re.compile(r"\s+")
CODE_HINT_RE = re.compile(
r"(\bdef\b|\bclass\b|#include|public\s+class|function\s+\w+|\breturn\b|\bimport\b)",
re.IGNORECASE,
)
def setup_logger(log_path: Path) -> logging.Logger:
log_path.parent.mkdir(parents=True, exist_ok=True)
logger = logging.getLogger("codeforces_ingest")
logger.setLevel(logging.INFO)
if logger.handlers:
return logger
formatter = logging.Formatter("%(asctime)s | %(levelname)s | %(message)s")
fh = logging.FileHandler(log_path, encoding="utf-8")
fh.setFormatter(formatter)
sh = logging.StreamHandler()
sh.setFormatter(formatter)
logger.addHandler(fh)
logger.addHandler(sh)
return logger
def clean_text(text: str) -> str:
if not text:
return ""
text = html.unescape(str(text))
text = HTML_TAG_RE.sub(" ", text)
text = text.replace("\r\n", "\n").replace("\r", "\n")
text = "\n".join(line.strip() for line in text.split("\n"))
text = WS_RE.sub(" ", text)
return text.strip()
def _safe_get(record: Dict[str, object], keys: Iterable[str]) -> str:
for key in keys:
val = record.get(key)
if val:
return str(val)
return ""
def _extract_pair(record: Dict[str, object]) -> Tuple[str, str]:
problem = _safe_get(
record,
[
"problem_statement",
"statement",
"problem",
"question",
"content",
"description",
"prompt",
"instruction",
],
)
solution = _safe_get(
record,
[
"solution",
"solution_code",
"answer",
"code",
"response",
"python",
"cpp",
"java",
"javascript",
],
)
return clean_text(problem), clean_text(solution)
def _iter_jsonl(path: Path) -> Iterator[Dict[str, object]]:
with path.open("r", encoding="utf-8", errors="ignore") as f:
for line in f:
line = line.strip()
if not line:
continue
try:
obj = json.loads(line)
if isinstance(obj, dict):
yield obj
except Exception:
continue
def _iter_json_stream(path: Path, logger: logging.Logger) -> Iterator[Dict[str, object]]:
# Streaming JSON parser for array/object JSON files if ijson is available.
try:
import ijson # type: ignore
except Exception:
logger.warning("Skipping JSON file without ijson installed (to preserve streaming): %s", path)
return iter(())
def gen():
with path.open("rb") as f:
try:
for obj in ijson.items(f, "item"):
if isinstance(obj, dict):
yield obj
except Exception:
# Some files may be top-level dicts with nested lists.
f.seek(0)
try:
root = next(ijson.items(f, ""))
if isinstance(root, dict):
for v in root.values():
if isinstance(v, list):
for obj in v:
if isinstance(obj, dict):
yield obj
except Exception:
return
return gen()
def _iter_csv_like(path: Path, delimiter: str) -> Iterator[Dict[str, object]]:
with path.open("r", encoding="utf-8", errors="ignore", newline="") as f:
reader = csv.DictReader(f, delimiter=delimiter)
for row in reader:
if isinstance(row, dict):
yield row
def _iter_txt_records(path: Path) -> Iterator[Dict[str, object]]:
# Heuristic fallback for text dumps:
# split on obvious separators and map to pseudo records.
with path.open("r", encoding="utf-8", errors="ignore") as f:
blob = f.read()
chunks = re.split(r"\n\s*[-=]{3,}\s*\n|\n\s*Problem\s+\d+\s*\n", blob, flags=re.IGNORECASE)
for chunk in chunks:
chunk = chunk.strip()
if len(chunk) < 120:
continue
parts = re.split(r"\n\s*(Solution|Answer)\s*:\s*\n", chunk, flags=re.IGNORECASE)
if len(parts) < 3:
continue
yield {"problem_statement": parts[0], "solution": parts[2]}
def _iter_candidate_files(input_dir: Path) -> Iterator[Path]:
patterns = [
"**/*.jsonl",
"**/*.json",
"**/*.csv",
"**/*.tsv",
"**/*.txt",
]
seen = set()
for pat in patterns:
for path in input_dir.glob(pat):
if ".git" in path.parts:
continue
lower = str(path).lower()
if "codeforces" not in lower:
continue
if path.name.lower() == "codeforces.jsonl":
continue
if path.is_file() and path not in seen:
seen.add(path)
yield path
def ingest_codeforces(input_dir: Path, output_file: Path, logger: logging.Logger) -> Dict[str, int]:
output_file.parent.mkdir(parents=True, exist_ok=True)
extracted = 0
filtered = 0
bad = 0
usable = 0
deduped = 0
files = list(_iter_candidate_files(input_dir))
if not files:
logger.warning("No Codeforces raw files found under %s", input_dir.resolve())
output_file.write_text("", encoding="utf-8")
return {"extracted": 0, "filtered": 0, "bad": 0, "usable": 0}
dedupe_db = output_file.parent / "codeforces_ingest_dedupe.sqlite"
if dedupe_db.exists():
dedupe_db.unlink()
for suffix in ("-wal", "-shm"):
s = dedupe_db.with_name(dedupe_db.name + suffix)
if s.exists():
s.unlink()
conn = sqlite3.connect(str(dedupe_db))
conn.execute("PRAGMA journal_mode=WAL;")
conn.execute("CREATE TABLE IF NOT EXISTS seen_hashes (h TEXT PRIMARY KEY)")
def is_dup(instruction: str, response: str) -> bool:
import hashlib
h = hashlib.sha256(f"{instruction}||{response}".encode("utf-8")).hexdigest()
try:
conn.execute("INSERT INTO seen_hashes(h) VALUES (?)", (h,))
return False
except sqlite3.IntegrityError:
return True
with output_file.open("w", encoding="utf-8") as out_f:
for file_path in tqdm(files, desc="codeforces_files", unit="file"):
suffix = file_path.suffix.lower()
if suffix == ".jsonl":
rec_iter = _iter_jsonl(file_path)
elif suffix == ".json":
rec_iter = _iter_json_stream(file_path, logger)
elif suffix == ".csv":
rec_iter = _iter_csv_like(file_path, ",")
elif suffix == ".tsv":
rec_iter = _iter_csv_like(file_path, "\t")
else:
rec_iter = _iter_txt_records(file_path)
for rec in tqdm(rec_iter, desc=f"ingest:{file_path.name}", unit="rows", leave=False):
try:
extracted += 1
problem, solution = _extract_pair(rec)
if len(problem) <= 50 or len(solution) <= 20:
filtered += 1
continue
# Keep response as solution code; reject obvious non-code text.
if not CODE_HINT_RE.search(solution):
filtered += 1
continue
instruction = f"Solve the following problem:\n{problem}"
if is_dup(instruction, solution):
deduped += 1
continue
row = {"instruction": instruction, "response": solution}
out_f.write(json.dumps(row, ensure_ascii=False) + "\n")
usable += 1
except Exception:
bad += 1
continue
conn.commit()
conn.close()
skipped = filtered + bad + deduped
logger.info("Codeforces ingest total_input=%d", extracted)
logger.info("Codeforces ingest valid_output=%d", usable)
logger.info("Codeforces ingest skipped=%d", skipped)
logger.info("Codeforces ingest filtered=%d", filtered)
logger.info("Codeforces ingest deduped=%d", deduped)
logger.info("Codeforces ingest bad=%d", bad)
return {
"total_input": extracted,
"valid_output": usable,
"skipped": skipped,
"filtered": filtered,
"deduped": deduped,
"bad": bad,
}
def _build_parser() -> argparse.ArgumentParser:
parser = argparse.ArgumentParser(
description="Ingest Codeforces problem-solution data into JSONL for MINDI pipeline."
)
parser.add_argument("--input-dir", type=Path, default=Path("./data/raw"))
parser.add_argument("--output", type=Path, default=Path("./data/raw/codeforces.jsonl"))
parser.add_argument("--log-file", type=Path, default=Path("./logs/codeforces_ingest.log"))
return parser
if __name__ == "__main__":
args = _build_parser().parse_args()
log = setup_logger(args.log_file)
stats = ingest_codeforces(args.input_dir, args.output, log)
print(f"Output: {args.output.resolve()}")
print(f"Total input: {stats['total_input']}")
print(f"Valid output: {stats['valid_output']}")
print(f"Skipped: {stats['skipped']}")
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