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dceaa6c 384705a dceaa6c 384705a dceaa6c 384705a dceaa6c 384705a dceaa6c | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 | """Code package digest for the panel.
A panel can call an analysis "reproducible" without having opened the
code, even when the shipped scripts implement a different measure from the one the
paper defines. The panel cannot judge a claim about code it has not seen, so
this module fetches the author's DECLARED code/data archive, read-only, and
puts in front of the reviewers:
* the file listing (name, size) of the archive,
* the head of its README,
* the function/definition inventory of every source file, and
* the lines that define or assign the constructs the paper names (its
acronyms and named measures, e.g. XRM, XRM-2, NPT), with file:line.
What it never does: execute anything, write the archive to disk, follow more
than a size cap of bytes, or touch a link the author did not declare. ICSAC's
"never host authors' code" policy (2026-09-28) is about hosting; this is a
bounded read, in memory, discarded after the digest is written. Sources:
Zenodo records (files listed by the API, zip members read in memory), GitHub
repositories (the zipball), and nothing else -- an unknown host is named in
the digest as "not fetched" so the panel knows the claim stands unchecked.
The digest is untrusted author content: it goes INSIDE the submission block
of the panel prompt, under the same defensive preamble as the manuscript,
and through the blind-review span removal like the abstract. Fail OPEN: any
error yields a one-line digest that says what could not be fetched.
"""
from __future__ import annotations
import io
import json
import os
import re
import sys
import time
import urllib.error
import urllib.parse
import urllib.request
import zipfile
from collections import Counter
_REPO_ROOT = os.path.dirname(os.path.abspath(__file__))
if _REPO_ROOT not in sys.path:
sys.path.insert(0, _REPO_ROOT)
import config # noqa: E402
USER_AGENT = "icsac-editorial-system/1.0 (help@icsacinstitute.org)"
TIMEOUT = 45
MAX_ARCHIVE_BYTES = int(getattr(config, "CODE_DIGEST_MAX_BYTES", 25 * 1024 * 1024))
MAX_MEMBER_BYTES = 400 * 1024 # a source file bigger than this is listed, not read
MAX_FILES_LISTED = 200
MAX_SOURCE_FILES_READ = 60
MAX_FILES_FETCHED = 60 # Zenodo files fetched one by one; the rest are listed only
FETCH_WALL_SEC = 180 # and never for longer than this in total
MAX_DIGEST_CHARS = int(getattr(config, "CODE_DIGEST_MAX_CHARS", 14000))
README_LINES = 40
HITS_PER_TERM = 12
MAX_TERMS = 12
DEFS_PER_FILE = 15
SOURCE_EXT = {".py", ".r", ".R", ".jl", ".m", ".js", ".ts", ".java", ".c", ".cpp", ".h",
".rs", ".go", ".scala", ".sh", ".ipynb", ".sql", ".do", ".sas", ".nb", ".f90"}
TEXT_EXT = SOURCE_EXT | {".md", ".txt", ".rst", ".cfg", ".toml", ".yaml", ".yml", ".json", ".csv", ".tsv"}
_ACRONYM_RE = re.compile(r"\b(?:Ξ|Ξ-)?[A-Z][A-Za-z]?-?[A-Z]{2,}(?:-[A-Z]{2,})?\b")
_ACRONYM_STOP = {"DOI", "PDF", "URL", "HTTP", "HTTPS", "ORCID", "ISSN", "ISBN", "USA", "UK", "EU",
"AI", "LLM", "GPT", "API", "CSV", "JSON", "MIT", "GNU", "GPL", "CC", "BY", "SA",
"ND", "NC", "IEEE", "ACM", "PNAS", "PLOS", "MDPI", "ETC", "ET", "AL", "II", "III",
"IV", "VI", "VII", "AND", "OR", "THE", "FOR", "NOT", "ARXIV", "ZENODO", "GITHUB",
"README", "LICENSE", "COVID", "USD", "EUR", "UTC", "GMT", "ISO", "ANSI", "ASCII",
"UTF", "IBM", "NASA", "NIH", "NSF", "ERC", "PI", "RQ", "FAQ", "TL", "DR", "OK",
"NB", "PS", "CC-BY", "CC-BY-SA", "SD", "SE", "CI"}
_DEF_RE = re.compile(
r"^\s*(?:def\s+(\w+)|class\s+(\w+)|function\s+(\w+)|(\w+)\s*(?:<-|=)\s*function\b"
r"|(?:export\s+)?(?:async\s+)?function\s+(\w+)|(?:const|let|var)\s+(\w+)\s*=\s*(?:\(|async|function))",
re.M)
# βββ link discovery βββββββββββββββββββββββββββββββββββββββββββββββββββ
def links_from(submission: dict, full_text: str = "") -> list[str]:
"""Every code/data location the author declared: the form's URL, related
identifiers of supplement type, and repository links in the paper text."""
out: list[str] = []
cd = submission.get("code_data") or {}
if isinstance(cd, dict) and cd.get("url"):
out.append(str(cd["url"]).strip())
for r in submission.get("related_identifiers") or []:
if not isinstance(r, dict):
continue
rel = (r.get("relation") or "").lower()
if rel in ("issupplementto", "issupplementedby", "references", "isreferencedby",
"isderivedfrom", "issourceof", "requires", "isrequiredby"):
ident = (r.get("identifier") or "").strip()
if ident:
out.append(ident)
if full_text:
try:
import code_availability
out.extend(code_availability.find_links(full_text))
except Exception:
pass
seen, uniq = set(), []
for u in out:
key = _canonical(u)
if key and key not in seen:
seen.add(key)
uniq.append(u)
return uniq
def _canonical(u: str) -> str:
u = u.strip().rstrip("./")
u = re.sub(r"^https?://(?:dx\.)?doi\.org/", "", u, flags=re.I)
return u.lower()
def classify(link: str) -> tuple[str, str]:
"""('zenodo', record_id) | ('github', 'owner/repo') | ('other', link)."""
s = _canonical(link)
m = re.search(r"10\.5281/zenodo\.(\d+)", s)
if m:
return "zenodo", m.group(1)
m = re.search(r"zenodo\.org/(?:records?|record)/(\d+)", s)
if m:
return "zenodo", m.group(1)
m = re.search(r"github\.com/([\w.-]+)/([\w.-]+)", s)
if m:
return "github", f"{m.group(1)}/{m.group(2).removesuffix('.git')}"
return "other", link
# βββ fetching (read-only, in memory, capped) βββββββββββββββββββββββββ
class DigestFetchError(RuntimeError):
pass
def _get(url: str, accept: str = "*/*", cap: int = MAX_ARCHIVE_BYTES) -> bytes:
req = urllib.request.Request(url, headers={"User-Agent": USER_AGENT, "Accept": accept})
try:
with urllib.request.urlopen(req, timeout=TIMEOUT) as resp:
length = resp.headers.get("Content-Length")
if length and int(length) > cap:
raise DigestFetchError(f"{url}: {int(length)} bytes exceeds the {cap}-byte cap")
buf = resp.read(cap + 1)
except urllib.error.HTTPError as e:
raise DigestFetchError(f"{url}: HTTP {e.code}")
except (urllib.error.URLError, TimeoutError, OSError) as e:
raise DigestFetchError(f"{url}: {e}")
if len(buf) > cap:
raise DigestFetchError(f"{url}: exceeds the {cap}-byte cap")
return buf
def fetch_zenodo(record_id: str) -> tuple[dict, list[dict]]:
"""(record metadata, [{name, size, data|None}]) -- data is None past the cap."""
meta = json.loads(_get(f"https://zenodo.org/api/records/{record_id}", "application/json",
cap=4 * 1024 * 1024).decode("utf-8", errors="replace"))
files = []
budget = MAX_ARCHIVE_BYTES
fetched = 0
started = time.monotonic()
for f in meta.get("files") or []:
name = f.get("key") or ""
size = int(f.get("size") or 0)
url = ((f.get("links") or {}).get("self")) or ""
row = {"name": name, "size": size, "data": None}
if url and size <= budget and (_is_archive(name) or _ext(name) in TEXT_EXT):
# A file-count and wall-time cap as well as the byte budget: a data
# record with hundreds of small text files meant hundreds of
# sequential requests before the panel (audit 2026-10-01 N6).
if fetched >= MAX_FILES_FETCHED or time.monotonic() - started > FETCH_WALL_SEC:
row["error"] = "not read (file-count or time cap)"
else:
fetched += 1
try:
row["data"] = _get(url, cap=size + 1)
budget -= size
except DigestFetchError as e:
row["error"] = str(e)
files.append(row)
return meta, files
def fetch_github(owner_repo: str) -> tuple[dict, list[dict]]:
meta = json.loads(_get(f"https://api.github.com/repos/{owner_repo}",
"application/vnd.github+json", cap=1024 * 1024).decode("utf-8", errors="replace"))
branch = meta.get("default_branch") or "main"
data = _get(f"https://codeload.github.com/{owner_repo}/zip/refs/heads/{branch}")
return meta, [{"name": f"{owner_repo}@{branch}.zip", "size": len(data), "data": data}]
def _ext(name: str) -> str:
return os.path.splitext(name)[1].lower() if not name.endswith(".R") else ".R"
def _is_archive(name: str) -> bool:
return name.lower().endswith((".zip",))
def expand(files: list[dict]) -> list[dict]:
"""Flatten zip archives into member rows [{path, size, text|None}] without
writing anything to disk. Members past MAX_MEMBER_BYTES are listed only."""
rows: list[dict] = []
for f in files:
data = f.get("data")
if data is None:
rows.append({"path": f["name"], "size": f["size"], "text": None,
"note": f.get("error") or "not read (size cap or type)"})
continue
if _is_archive(f["name"]):
try:
zf = zipfile.ZipFile(io.BytesIO(data))
except zipfile.BadZipFile:
rows.append({"path": f["name"], "size": f["size"], "text": None, "note": "not a zip file"})
continue
read_budget = MAX_ARCHIVE_BYTES
for m in zf.infolist():
if m.is_dir() or "__MACOSX/" in m.filename or "/." in "/" + m.filename:
continue
row = {"path": m.filename, "size": m.file_size, "text": None}
if _ext(m.filename) in TEXT_EXT and m.file_size <= MAX_MEMBER_BYTES and m.file_size <= read_budget:
try:
with zf.open(m) as fh:
raw = fh.read(MAX_MEMBER_BYTES + 1)
read_budget -= len(raw)
row["text"] = raw.decode("utf-8", errors="replace")
except Exception as e: # corrupt member, encrypted, bomb guard
row["note"] = f"unreadable: {type(e).__name__}"
rows.append(row)
else:
text = data.decode("utf-8", errors="replace") if _ext(f["name"]) in TEXT_EXT else None
rows.append({"path": f["name"], "size": f["size"], "text": text})
return rows
# βββ analysis βββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
def constructs_from_text(full_text: str, extra: list[str] | None = None) -> list[str]:
"""The paper's named constructs: acronyms and hyphenated acronym forms,
frequency-ranked, minus boilerplate. 'ΞXRM' and 'D-XRM' both fold to
terms the grep will find."""
counts: Counter = Counter()
for m in _ACRONYM_RE.finditer(full_text or ""):
tok = m.group(0).replace("Ξ-", "").replace("Ξ", "")
core = tok.split("-")[-1] if "-" in tok else tok
if core.upper() in _ACRONYM_STOP or tok.upper() in _ACRONYM_STOP or len(core) < 2:
continue
counts[tok] += 1
terms = [t for t, n in counts.most_common(MAX_TERMS * 2) if n >= 3][:MAX_TERMS]
for t in extra or []:
if t and t not in terms:
terms.insert(0, t)
return terms[:MAX_TERMS]
def _notebook_code(text: str) -> str:
try:
nb = json.loads(text)
cells = [c for c in nb.get("cells", []) if c.get("cell_type") == "code"]
return "\n".join("".join(c.get("source", [])) for c in cells)
except Exception:
return ""
def _source_lines(row: dict) -> list[str]:
text = row.get("text") or ""
if row["path"].lower().endswith(".ipynb"):
text = _notebook_code(text)
return text.splitlines()
def definitions(rows: list[dict]) -> list[tuple[str, list[str]]]:
out = []
for r in rows:
if _ext(r["path"]) not in SOURCE_EXT or not r.get("text"):
continue
names = []
for m in _DEF_RE.finditer("\n".join(_source_lines(r))):
name = next((g for g in m.groups() if g), None)
if name and name not in names:
names.append(name)
if names:
out.append((r["path"], names[:DEFS_PER_FILE]))
return out
def term_hits(rows: list[dict], terms: list[str]) -> dict[str, list[str]]:
"""For each term, the source lines that DEFINE it first: a def/class whose
name carries the term, then an assignment whose left-hand identifier
carries it (`xrm = a * b + c`, `xrm_value = compute_xrm(`),
then any other line naming it, with prints, labels, docstrings and
comments last; `path:line: text`, capped per term. Identifier matching is
case-insensitive with `-` folded to `_` so XRM-2 finds xrm_2."""
hits: dict[str, list[str]] = {}
for term in terms:
ident = re.escape(term.replace("-", "_").lower())
exact = re.compile(r"(?<![A-Za-z0-9_])" + re.escape(term) + r"(?![A-Za-z0-9])")
in_ident = re.compile(r"(?<![a-z0-9])" + ident + r"(?![a-z0-9])|_" + ident + r"(?![a-z0-9])|" + ident + r"_", re.I)
defn = re.compile(r"^\s*(?:def|class|function)\s+\w*" + ident + r"\w*\s*[(:]", re.I)
assign = re.compile(r"^\s*(?:[\w.\[\]\"']*" + ident + r"[\w.\[\]\"']*)\s*(?:<-|=(?!=))", re.I)
noise = re.compile(r"^\s*(?:#|//|\"\"\"|''')|\bprint\s*\(|\.set_[xy]?label|\blogging\.|\blog\.(?:info|debug)|^\s*f?[\"']", re.I)
ranked: list[tuple[int, str]] = []
for r in rows:
if _ext(r["path"]) not in SOURCE_EXT or not r.get("text"):
continue
for i, line in enumerate(_source_lines(r), 1):
code = line.split("#")[0]
if not (exact.search(line) or in_ident.search(code.replace("-", "_"))):
continue
entry = f"{r['path']}:{i}: {line.strip()[:160]}"
if defn.search(code.replace("-", "_")):
rank = 0
elif assign.search(code.replace("-", "_")):
rank = 1
elif noise.search(line):
rank = 3
else:
rank = 2
ranked.append((rank, entry))
ranked.sort(key=lambda t: t[0])
chosen = [e for _, e in ranked[:HITS_PER_TERM]]
if chosen:
hits[term] = chosen
return hits
def render(source_label: str, meta_line: str, rows: list[dict], terms: list[str]) -> str:
lines = [f"Source: {source_label}", meta_line, ""]
lines.append(f"Files ({len(rows)}):")
for r in rows[:MAX_FILES_LISTED]:
note = f" [{r['note']}]" if r.get("note") else ""
lines.append(f" {r['path']} ({r['size']} bytes){note}")
if len(rows) > MAX_FILES_LISTED:
lines.append(f" ... {len(rows) - MAX_FILES_LISTED} more files not listed")
readme = next((r for r in rows if os.path.basename(r["path"]).lower().startswith("readme") and r.get("text")), None)
if readme:
lines += ["", f"README head ({readme['path']}, first {README_LINES} lines):"]
lines += [" " + l[:200] for l in readme["text"].splitlines()[:README_LINES]]
defs = definitions(rows)
if defs:
lines += ["", "Definitions per source file:"]
for path, names in defs[:MAX_SOURCE_FILES_READ]:
lines.append(f" {path}: {', '.join(names)}")
hits = term_hits(rows, terms)
lines += ["", f"Paper constructs searched in the code: {', '.join(terms) or '(none found in the text)'}"]
for term in terms:
if term in hits:
lines.append(f" {term}:")
lines += [" " + h for h in hits[term]]
else:
lines.append(f" {term}: not found in any source file")
text = "\n".join(lines)
if len(text) > MAX_DIGEST_CHARS:
text = text[:MAX_DIGEST_CHARS] + "\n[digest truncated at the size cap]"
return text
# βββ entry point ββββββββββββββββββββββββββββββββββββββββββββββββββββββ
def build(submission: dict, full_text: str, *, log=print, extra_terms: list[str] | None = None) -> tuple[str, dict]:
"""Returns (digest_markdown, meta). Never raises. meta records what was
fetched, how many bytes, and every link that was not."""
meta = {"enabled": bool(getattr(config, "CODE_DIGEST_ENABLED", True)), "links": [],
"fetched": None, "bytes": 0, "files": 0, "skipped": [], "error": None}
if not meta["enabled"]:
return "(code package digest disabled)", meta
links = links_from(submission, full_text)
meta["links"] = links
if not links:
return "(none: the submission declares no code or data location)", meta
terms = constructs_from_text(full_text, extra_terms)
for link in links:
kind, ref = classify(link)
try:
if kind == "zenodo":
rec, files = fetch_zenodo(ref)
title = ((rec.get("metadata") or {}).get("title")) or ""
label = f"Zenodo record {ref} (declared by the author)"
meta_line = f"Record title: {title[:200]}"
elif kind == "github":
rec, files = fetch_github(ref)
label = f"GitHub repository {ref} (declared by the author)"
meta_line = f"Default branch: {rec.get('default_branch')}; description: {(rec.get('description') or '')[:200]}"
else:
meta["skipped"].append({"link": link, "why": "host not fetched (only Zenodo and GitHub are read)"})
continue
except DigestFetchError as e:
meta["skipped"].append({"link": link, "why": str(e)[:200]})
log(f" code digest: {link}: {e}")
continue
except Exception as e:
meta["skipped"].append({"link": link, "why": f"{type(e).__name__}: {e}"[:200]})
log(f" code digest: {link}: {type(e).__name__}: {e}")
continue
rows = expand(files)
meta.update({"fetched": link, "bytes": sum(f["size"] for f in files if f.get("data") is not None),
"files": len(rows), "terms": terms})
digest = render(label, meta_line, rows, terms)
if meta["skipped"]:
digest += "\n\nNot fetched: " + "; ".join(f"{s['link']} ({s['why']})" for s in meta["skipped"])
others = [l for l in links if l != link]
if others:
digest += "\n\nOther declared locations (not read; one package per digest): " + ", ".join(others)
log(f" code digest: {link}: {len(rows)} files, {meta['bytes']} bytes read, {len(terms)} constructs")
return digest, meta
why = "; ".join(f"{s['link']} ({s['why']})" for s in meta["skipped"]) or "no fetchable link"
meta["error"] = why
return f"(declared but not fetched: {why})", meta
if __name__ == "__main__":
# `code_digest.py <sub_dir>` -- print the digest for a submission on disk.
if len(sys.argv) != 2:
print("usage: code_digest.py <submission dir>"); sys.exit(2)
d = sys.argv[1]
sub = json.load(open(os.path.join(d, "submission.json")))
import submission_intake
text = submission_intake.extract_pdf_text(os.path.join(d, "paper.pdf"))
md, m = build(sub, text)
print(md)
print("\n--- meta ---\n" + json.dumps({k: v for k, v in m.items() if k != "terms"}, indent=2))
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