FA-97921 / Dataset split isolation / Open access
Dataset split: impossible fold requests silently produce an incomplete fold map · case 01
impossible fold requests silently produce an incomplete fold map.
ROOT CAUSE
The requested fold count is not checked against the number of distinct groups, so some requested folds receive no group.
THE FAILURE
The requested fold count is not checked against the number of distinct groups, so some requested folds receive no group.
Unsuccessful approach: Clamping to the available group count still hides that the requested number of folds cannot be filled.
Case contract
For a positive integer k, return sorted groups assigned round-robin to folds; return empty mapping when k exceeds the number of distinct groups.
Why this case matters
This toy split allocator makes membership rules explicit for reproducible evaluation fixtures.
1 / The failure
Exit 1"""Failure Map reference implementation. Python standard library only."""
import json
N = 1
observations = []
def solve(groups, k):
return {g:j%max(1,k) for j,g in enumerate(sorted(set(groups)))}
def check(label, actual, expected):
observations.append({"check": label, "actual": actual, "expected": expected, "passed": actual == expected})
check('balanced map',solve(['c','a','b'],2),{'a':0,'b':1,'c':0})
check('duplicates count once',solve(['a','a','b'],2),{'a':0,'b':1})
check('empty rejected',solve([],1),{})
check('single group',solve(['x'],1),{'x':0})
check('invalid zero',solve(['x'],0),{})
check('too many folds',solve(['x'],2),{})
print(json.dumps({"observations": observations, "passed": all(x["passed"] for x in observations)}, ensure_ascii=False))
raise SystemExit(0 if all(x["passed"] for x in observations) else 1)
| Boundary fixture | Actual | Expected | Outcome |
|---|---|---|---|
| balanced map | {'a': 0, 'b': 1, 'c': 0} | {'a': 0, 'b': 1, 'c': 0} | Passed |
| duplicates count once | {'a': 0, 'b': 1} | {'a': 0, 'b': 1} | Passed |
| empty rejected | {} | {} | Passed |
| single group | {'x': 0} | {'x': 0} | Passed |
| invalid zero | {'x': 0} | {} | Failed |
| too many folds | {'x': 0} | {} | Failed |
SHA-256 / b354bb870e608b98f8cfcea05ed1816502c293e91b68b6fe4f2b767e60426f1e
2 / The unsuccessful fix
Exit 1"""Failure Map reference implementation. Python standard library only."""
import json
N = 1
observations = []
def solve(groups, k):
if k<1: return {}
uniq=sorted(set(groups)); k=min(k,len(uniq))
return {g:j%k for j,g in enumerate(uniq)}
def check(label, actual, expected):
observations.append({"check": label, "actual": actual, "expected": expected, "passed": actual == expected})
check('balanced map',solve(['c','a','b'],2),{'a':0,'b':1,'c':0})
check('duplicates count once',solve(['a','a','b'],2),{'a':0,'b':1})
check('empty rejected',solve([],1),{})
check('single group',solve(['x'],1),{'x':0})
check('invalid zero',solve(['x'],0),{})
check('too many folds',solve(['x'],2),{})
print(json.dumps({"observations": observations, "passed": all(x["passed"] for x in observations)}, ensure_ascii=False))
raise SystemExit(0 if all(x["passed"] for x in observations) else 1)
| Boundary fixture | Actual | Expected | Outcome |
|---|---|---|---|
| balanced map | {'a': 0, 'b': 1, 'c': 0} | {'a': 0, 'b': 1, 'c': 0} | Passed |
| duplicates count once | {'a': 0, 'b': 1} | {'a': 0, 'b': 1} | Passed |
| empty rejected | {} | {} | Passed |
| single group | {'x': 0} | {'x': 0} | Passed |
| invalid zero | {} | {} | Passed |
| too many folds | {'x': 0} | {} | Failed |
SHA-256 / a24712bd295ebb9237340f821af2332f7119cafb8a998a5b3dfb3ec2d9066f4f
HELD IN THE MEMBER ARCHIVE
The verified repair and its recorded checks are member-only.
This mechanism has 6 recorded checks per implementation. The open-access tier publishes the failure and the unsuccessful fix; the repaired source that passes every check, and the observations that prove it, are available to members.
Every case sharing this mechanism uses the same contract and the same repair, so this one record is held back for all of them.
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Sign in to the archive ↗Verification & scope
Inputs are small in-memory records with self-contained contracts; no claim is made about production sampling quality. This reproducer isolates one failure mechanism. Results cover the supplied fixtures. Variants within a family share a test contract and should remain grouped when constructing evaluation splits. Related mechanisms with a shared evaluation_group must also remain together; these controlled models are not independent production incidents.
Observations recorded using Python 3.12.14 at 2026-09-30T16:48:07.548420+00:00.
Case digest / 1809193a418bd46c5f71fc77f3b6b5be461b111a07b5b4948ef83de818b19721