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  1. tasks/construct-ae-p38-factorial-factors-l2-s6/environment/Dockerfile +7 -0
  2. tasks/construct-ae-p38-factorial-factors-l2-s6/environment/instance.json +1 -0
  3. tasks/construct-ae-p38-factorial-factors-l2-s6/solution/solve.sh +5 -0
  4. tasks/construct-ae-p38-factorial-factors-l2-s6/tests/check.py +12 -0
  5. tasks/construct-ae-p38-factorial-factors-l2-s6/tests/instance.json +1 -0
  6. tasks/construct-ae-p38-factorial-factors-l2-s6/tests/run.py +127 -0
  7. tasks/construct-ae-p38-factorial-factors-l2-s6/tests/test.sh +9 -0
  8. tasks/construct-ae-p38-factorial-factors-l6-s8/environment/Dockerfile +7 -0
  9. tasks/construct-ae-p38-factorial-factors-l6-s8/environment/instance.json +1 -0
  10. tasks/construct-ae-p38-factorial-factors-l6-s8/solution/solve.sh +5 -0
  11. tasks/construct-ae-p38-factorial-factors-l6-s8/tests/check.py +12 -0
  12. tasks/construct-ae-p38-factorial-factors-l6-s8/tests/instance.json +1 -0
  13. tasks/construct-ae-p38-factorial-factors-l6-s8/tests/run.py +127 -0
  14. tasks/construct-ae-p38-factorial-factors-l6-s8/tests/test.sh +9 -0
  15. tasks/construct-ae-p38-factorial-factors-l6-s9/environment/Dockerfile +7 -0
  16. tasks/construct-ae-p38-factorial-factors-l6-s9/environment/instance.json +1 -0
  17. tasks/construct-ae-p38-factorial-factors-l6-s9/solution/solve.sh +5 -0
  18. tasks/construct-ae-p38-factorial-factors-l6-s9/tests/check.py +12 -0
  19. tasks/construct-ae-p38-factorial-factors-l6-s9/tests/instance.json +1 -0
  20. tasks/construct-ae-p38-factorial-factors-l6-s9/tests/run.py +127 -0
  21. tasks/construct-ae-p38-factorial-factors-l6-s9/tests/test.sh +9 -0
  22. tasks/construct-ae-p58-happy-ending-l1-s0/environment/Dockerfile +7 -0
  23. tasks/construct-ae-p58-happy-ending-l1-s0/environment/instance.json +1 -0
  24. tasks/construct-ae-p58-happy-ending-l1-s0/solution/solve.sh +5 -0
  25. tasks/construct-ae-p58-happy-ending-l1-s0/tests/check.py +69 -0
  26. tasks/construct-ae-p58-happy-ending-l1-s0/tests/instance.json +1 -0
  27. tasks/construct-ae-p58-happy-ending-l1-s0/tests/run.py +127 -0
  28. tasks/construct-ae-p58-happy-ending-l1-s0/tests/test.sh +9 -0
  29. tasks/construct-mc-all-interval-l6-s0/environment/Dockerfile +7 -0
  30. tasks/construct-mc-all-interval-l6-s0/environment/instance.json +1 -0
  31. tasks/construct-mc-all-interval-l6-s0/solution/solve.sh +5 -0
  32. tasks/construct-mc-all-interval-l6-s0/tests/check.py +17 -0
  33. tasks/construct-mc-all-interval-l6-s0/tests/instance.json +1 -0
  34. tasks/construct-mc-all-interval-l6-s0/tests/test.sh +9 -0
  35. tasks/construct-mc-all-interval-l6-s7/environment/Dockerfile +7 -0
  36. tasks/construct-mc-all-interval-l6-s7/environment/instance.json +1 -0
  37. tasks/construct-mc-all-interval-l6-s7/solution/solve.sh +5 -0
  38. tasks/construct-mc-all-interval-l6-s7/tests/check.py +17 -0
  39. tasks/construct-mc-all-interval-l6-s7/tests/instance.json +1 -0
  40. tasks/construct-mc-all-interval-l6-s7/tests/run.py +127 -0
  41. tasks/construct-mc-all-interval-l6-s7/tests/test.sh +9 -0
  42. tasks/construct-mc-bibd-l5-s3/environment/Dockerfile +7 -0
  43. tasks/construct-mc-bibd-l5-s3/environment/instance.json +1 -0
  44. tasks/construct-mc-bibd-l5-s3/solution/solve.sh +5 -0
  45. tasks/construct-mc-bibd-l5-s3/tests/check.py +25 -0
  46. tasks/construct-mc-bibd-l5-s3/tests/instance.json +1 -0
  47. tasks/construct-mc-bibd-l5-s3/tests/run.py +127 -0
  48. tasks/construct-mc-bibd-l5-s3/tests/test.sh +9 -0
  49. tasks/construct-mc-bibd-l5-s4/environment/Dockerfile +7 -0
  50. tasks/construct-mc-bibd-l5-s4/environment/instance.json +1 -0
tasks/construct-ae-p38-factorial-factors-l2-s6/environment/Dockerfile ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ FROM python:3.11.16-slim
2
+ RUN apt-get update && apt-get install -y --no-install-recommends tmux curl git procps build-essential \
3
+ && rm -rf /var/lib/apt/lists/*
4
+ RUN pip install --no-cache-dir numpy==2.4.6 scipy==1.17.1 sympy==1.14.0 networkx==3.6.1 \
5
+ python-sat==1.9.dev15 z3-solver==5.1.0.0 PuLP==3.3.2 ortools==9.15.6755
6
+ WORKDIR /workdir
7
+ COPY instance.json /workdir/instance.json
tasks/construct-ae-p38-factorial-factors-l2-s6/environment/instance.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"N": 120, "t": 35, "family": "ae_p38_factorial_factors", "subset": "construct"}
tasks/construct-ae-p38-factorial-factors-l2-s6/solution/solve.sh ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ # oracle: a known valid construction (planted witness or published solution)
3
+ cat > /workdir/answer.json <<'RLMATH_EOF'
4
+ {"factors": [245, 35, 35, 35, 35, 35, 35, 35, 35, 35, 35, 35, 35, 35, 35, 35, 36, 36, 36, 36, 36, 36, 36, 36, 36, 36, 36, 36, 36, 36, 36, 36, 36, 36, 36, 36, 36, 37, 37, 37, 38, 38, 38, 38, 38, 38, 39, 39, 39, 39, 39, 39, 39, 39, 39, 40, 40, 40, 40, 40, 40, 40, 40, 40, 40, 40, 40, 41, 41, 43, 43, 44, 44, 44, 44, 44, 44, 44, 44, 44, 44, 46, 46, 46, 46, 46, 47, 47, 49, 51, 51, 51, 51, 51, 51, 51, 53, 53, 58, 58, 58, 58, 59, 59, 61, 62, 62, 62, 67, 71, 73, 79, 83, 89, 97, 101, 103, 107, 109, 113]}
5
+ RLMATH_EOF
tasks/construct-ae-p38-factorial-factors-l2-s6/tests/check.py ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """Factor N! into N factors, each >= t (AlphaEvolve problem 38 / OEIS A034258). Exact big-integer check."""
2
+ import math
3
+
4
+ from run import Invalid, int_list
5
+
6
+
7
+ def check(inst, ans):
8
+ n, t = inst["N"], inst["t"]
9
+ f = int_list(ans.get("factors"), n, t, None, "factors")
10
+ if math.prod(f) != math.factorial(n):
11
+ raise Invalid(f"the product of the factors is not {n}!")
12
+ return None, {"min_factor": min(f)}
tasks/construct-ae-p38-factorial-factors-l2-s6/tests/instance.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"N": 120, "t": 35, "family": "ae_p38_factorial_factors", "subset": "construct"}
tasks/construct-ae-p38-factorial-factors-l2-s6/tests/run.py ADDED
@@ -0,0 +1,127 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """rlmath runtime grader. Copied into every task as /tests/run.py next to /tests/check.py.
2
+
3
+ Deterministic; no LLM in the reward path. Runs with python3 + numpy/scipy/sympy/networkx only.
4
+
5
+ python3 /tests/run.py /tests/instance.json /workdir/answer.json
6
+
7
+ Prints the reward in [0, 1] and writes /logs/verifier/details.json when that directory exists.
8
+
9
+ check.py must define check(inst, ans) -> (value, extra_dict) and raise Invalid for a bad answer.
10
+ construct : value is ignored; a returned check means the witness is valid -> reward 1.0
11
+ optimize : value is the raw objective; reward = 0.1 + 0.9 * progress, where
12
+ progress = clip((s - baseline) / (best_known - baseline), 0, 1) (maximize)
13
+ clip((baseline - s) / (baseline - best_known), 0, 1) (minimize)
14
+ inst must carry "direction", "baseline", "best_known".
15
+ """
16
+ import json
17
+ import math
18
+ import os
19
+ import sys
20
+
21
+ VALID_FLOOR = 0.1
22
+
23
+
24
+ class Invalid(Exception):
25
+ pass
26
+
27
+
28
+ # ------------------------------------------------------------ input helpers
29
+
30
+ def int_list(v, n=None, lo=None, hi=None, name="list"):
31
+ if not isinstance(v, list):
32
+ raise Invalid(f"{name} must be a list")
33
+ if n is not None and len(v) != n:
34
+ raise Invalid(f"{name} must have length {n}, got {len(v)}")
35
+ for x in v:
36
+ if isinstance(x, bool) or not isinstance(x, int):
37
+ raise Invalid(f"{name} must contain integers only")
38
+ if (lo is not None and x < lo) or (hi is not None and x > hi):
39
+ raise Invalid(f"{name} entry {x} out of range [{lo}, {hi}]")
40
+ return v
41
+
42
+
43
+ def as_int(x, name="value", lo=None, hi=None):
44
+ return int_list([x], 1, lo, hi, name)[0]
45
+
46
+
47
+ def num(x, name="value"):
48
+ if isinstance(x, bool) or not isinstance(x, (int, float)):
49
+ raise Invalid(f"{name} must be a number")
50
+ if not math.isfinite(x):
51
+ raise Invalid(f"{name} is not finite")
52
+ return float(x)
53
+
54
+
55
+ def float_matrix(v, rows=None, cols=None, name="matrix"):
56
+ if not isinstance(v, list) or (rows is not None and len(v) != rows):
57
+ raise Invalid(f"{name} must be a list of {rows} rows")
58
+ out = []
59
+ for r in v:
60
+ if not isinstance(r, list) or (cols is not None and len(r) != cols):
61
+ raise Invalid(f"each row of {name} must have {cols} numbers")
62
+ out.append([num(x, name) for x in r])
63
+ return out
64
+
65
+
66
+ def float_list(v, n=None, name="list"):
67
+ if not isinstance(v, list) or (n is not None and len(v) != n):
68
+ raise Invalid(f"{name} must be a list of length {n}")
69
+ return [num(x, name) for x in v]
70
+
71
+
72
+ # ------------------------------------------------------------------ reward
73
+
74
+ def optimize_reward(inst, s):
75
+ b, best = inst["baseline"], inst["best_known"]
76
+ if inst.get("progress_scale") == "log":
77
+ # for non-negative losses spanning orders of magnitude (e.g. overlap loss -> 0);
78
+ # progress is measured in log10(value + floor)
79
+ f = inst.get("log_floor", 1e-3)
80
+ b, best, s = (math.log10(max(x, 0.0) + f) for x in (b, best, s))
81
+ if inst["direction"] == "maximize":
82
+ p = (s - b) / (best - b)
83
+ else:
84
+ p = (b - s) / (b - best)
85
+ return VALID_FLOOR + (1 - VALID_FLOOR) * max(0.0, min(1.0, p))
86
+
87
+
88
+ def grade(inst, ans, check):
89
+ try:
90
+ if not isinstance(ans, dict):
91
+ raise Invalid("answer must be a JSON object")
92
+ value, extra = check(inst, ans)
93
+ if inst.get("subset") == "optimize":
94
+ s = float(value)
95
+ if not math.isfinite(s):
96
+ raise Invalid("non-finite score")
97
+ return optimize_reward(inst, s), {"valid": True, "raw_score": s, **(extra or {})}
98
+ return 1.0, {"valid": True, **(extra or {})}
99
+ except Invalid as e:
100
+ return 0.0, {"valid": False, "error": str(e)}
101
+ except Exception as e: # any malformed answer
102
+ return 0.0, {"valid": False, "error": f"{type(e).__name__}: {e}"}
103
+
104
+
105
+ def main():
106
+ here = os.path.dirname(os.path.abspath(__file__))
107
+ sys.path.insert(0, here)
108
+ # import ourselves as `run` so check.py's `from run import Invalid` is the same class
109
+ import run as R # noqa: E402
110
+ import check as family # noqa: E402
111
+
112
+ inst = json.load(open(sys.argv[1]))
113
+ try:
114
+ ans = json.load(open(sys.argv[2]))
115
+ except Exception as e:
116
+ reward, det = 0.0, {"valid": False, "error": f"unreadable answer: {e}"}
117
+ else:
118
+ reward, det = R.grade(inst, ans, family.check)
119
+ det["reward"] = reward
120
+ if os.path.isdir("/logs/verifier"):
121
+ with open("/logs/verifier/details.json", "w") as f:
122
+ json.dump(det, f)
123
+ print(reward)
124
+
125
+
126
+ if __name__ == "__main__":
127
+ main()
tasks/construct-ae-p38-factorial-factors-l2-s6/tests/test.sh ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ mkdir -p /logs/verifier
3
+ if [ ! -s /workdir/answer.json ]; then
4
+ echo '{"valid": false, "error": "no /workdir/answer.json"}' > /logs/verifier/details.json
5
+ echo 0 > /logs/verifier/reward.txt
6
+ exit 0
7
+ fi
8
+ timeout 290 python3 /tests/run.py /tests/instance.json /workdir/answer.json \
9
+ > /logs/verifier/reward.txt 2> /logs/verifier/grader.log || echo 0 > /logs/verifier/reward.txt
tasks/construct-ae-p38-factorial-factors-l6-s8/environment/Dockerfile ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ FROM python:3.11.16-slim
2
+ RUN apt-get update && apt-get install -y --no-install-recommends tmux curl git procps build-essential \
3
+ && rm -rf /var/lib/apt/lists/*
4
+ RUN pip install --no-cache-dir numpy==2.4.6 scipy==1.17.1 sympy==1.14.0 networkx==3.6.1 \
5
+ python-sat==1.9.dev15 z3-solver==5.1.0.0 PuLP==3.3.2 ortools==9.15.6755
6
+ WORKDIR /workdir
7
+ COPY instance.json /workdir/instance.json
tasks/construct-ae-p38-factorial-factors-l6-s8/environment/instance.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"N": 8823, "t": 2881, "family": "ae_p38_factorial_factors", "subset": "construct"}
tasks/construct-ae-p38-factorial-factors-l6-s8/solution/solve.sh ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ # oracle: a known valid construction (planted witness or published solution)
3
+ cat > /workdir/answer.json <<'RLMATH_EOF'
4
+ {"factors": [69144, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2881, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 2882, 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4007, 4013, 4013, 4019, 4019, 4021, 4021, 4022, 4022, 4022, 4022, 4027, 4027, 4034, 4034, 4034, 4034, 4049, 4049, 4051, 4051, 4054, 4054, 4054, 4054, 4057, 4057, 4058, 4058, 4058, 4058, 4073, 4073, 4078, 4078, 4078, 4078, 4079, 4079, 4083, 4083, 4083, 4083, 4083, 4083, 4091, 4091, 4093, 4093, 4099, 4099, 4101, 4101, 4101, 4101, 4101, 4101, 4106, 4106, 4106, 4106, 4111, 4111, 4119, 4119, 4119, 4119, 4119, 4119, 4126, 4126, 4126, 4126, 4127, 4127, 4129, 4129, 4133, 4133, 4138, 4138, 4138, 4138, 4139, 4139, 4143, 4143, 4143, 4143, 4143, 4143, 4153, 4153, 4157, 4157, 4159, 4159, 4162, 4162, 4162, 4162, 4166, 4166, 4166, 4166, 4174, 4174, 4174, 4174, 4177, 4177, 4178, 4178, 4178, 4178, 4197, 4197, 4197, 4197, 4197, 4197, 4198, 4198, 4198, 4198, 4201, 4201, 4211, 4211, 4217, 4217, 4219, 4219, 4222, 4222, 4222, 4222, 4226, 4226, 4226, 4226, 4227, 4227, 4227, 4227, 4227, 4227, 4229, 4229, 4231, 4231, 4241, 4241, 4243, 4243, 4253, 4253, 4258, 4258, 4258, 4258, 4259, 4259, 4261, 4261, 4262, 4262, 4262, 4262, 4269, 4269, 4269, 4269, 4269, 4269, 4271, 4271, 4273, 4273, 4274, 4274, 4274, 4274, 4281, 4281, 4281, 4281, 4281, 4281, 4282, 4282, 4282, 4282, 4283, 4283, 4286, 4286, 4286, 4286, 4287, 4287, 4287, 4287, 4287, 4287, 4289, 4289, 4297, 4297, 4299, 4299, 4299, 4299, 4299, 4299, 4306, 4306, 4306, 4306, 4317, 4317, 4317, 4317, 4317, 4317, 4322, 4322, 4322, 4322, 4327, 4327, 4337, 4337, 4339, 4339, 4349, 4349, 4357, 4357, 4358, 4358, 4358, 4358, 4363, 4363, 4373, 4373, 4391, 4391, 4397, 4397, 4406, 4406, 4406, 4406, 4409, 4409, 4414, 4414, 4414, 4421, 4423, 4426, 4426, 4426, 4441, 4442, 4442, 4442, 4447, 4451, 4457, 4463, 4474, 4474, 4474, 4478, 4478, 4478, 4481, 4483, 4486, 4486, 4486, 4493, 4502, 4502, 4502, 4507, 4513, 4517, 4519, 4523, 4534, 4534, 4534, 4538, 4538, 4538, 4546, 4546, 4546, 4547, 4549, 4561, 4562, 4562, 4562, 4567, 4574, 4574, 4574, 4583, 4586, 4586, 4586, 4591, 4594, 4594, 4594, 4597, 4603, 4618, 4618, 4618, 4621, 4622, 4622, 4622, 4637, 4639, 4643, 4649, 4651, 4657, 4663, 4666, 4666, 4666, 4673, 4678, 4678, 4678, 4679, 4682, 4682, 4682, 4691, 4694, 4694, 4694, 4702, 4702, 4702, 4703, 4714, 4714, 4714, 4721, 4723, 4729, 4733, 4742, 4742, 4742, 4751, 4754, 4754, 4754, 4759, 4762, 4762, 4762, 4766, 4766, 4766, 4778, 4778, 4778, 4783, 4786, 4786, 4786, 4787, 4789, 4793, 4798, 4798, 4798, 4799, 4801, 4813, 4817, 4822, 4822, 4822, 4831, 4834, 4834, 4834, 4846, 4846, 4846, 4861, 4871, 4874, 4874, 4874, 4877, 4882, 4882, 4882, 4889, 4894, 4894, 4894, 4903, 4909, 4918, 4918, 4918, 4919, 4931, 4933, 4934, 4934, 4934, 4937, 4943, 4946, 4946, 4946, 4951, 4954, 4954, 4954, 4957, 4967, 4969, 4973, 4987, 4993, 4999, 5003, 5006, 5006, 5006, 5009, 5011, 5021, 5023, 5039, 5042, 5042, 5042, 5051, 5059, 5062, 5062, 5062, 5077, 5078, 5078, 5078, 5081, 5086, 5086, 5086, 5087, 5098, 5098, 5098, 5099, 5101, 5102, 5102, 5102, 5107, 5113, 5114, 5114, 5114, 5119, 5147, 5153, 5158, 5158, 5158, 5167, 5171, 5179, 5182, 5182, 5182, 5186, 5186, 5186, 5189, 5197, 5209, 5218, 5218, 5218, 5227, 5231, 5233, 5234, 5234, 5234, 5237, 5242, 5242, 5242, 5261, 5266, 5266, 5266, 5273, 5279, 5281, 5294, 5294, 5294, 5297, 5303, 5309, 5314, 5314, 5314, 5318, 5318, 5318, 5323, 5326, 5326, 5326, 5333, 5342, 5342, 5342, 5347, 5351, 5354, 5354, 5354, 5366, 5366, 5366, 5374, 5374, 5374, 5378, 5378, 5378, 5381, 5386, 5386, 5386, 5387, 5393, 5398, 5398, 5398, 5399, 5407, 5413, 5414, 5414, 5414, 5417, 5419, 5422, 5422, 5422, 5426, 5426, 5426, 5431, 5437, 5438, 5438, 5438, 5441, 5443, 5449, 5458, 5458, 5458, 5462, 5462, 5462, 5471, 5477, 5479, 5482, 5482, 5482, 5483, 5498, 5498, 5498, 5501, 5503, 5506, 5506, 5506, 5507, 5519, 5521, 5527, 5531, 5534, 5534, 5534, 5554, 5554, 5554, 5557, 5563, 5569, 5573, 5578, 5578, 5578, 5581, 5582, 5582, 5582, 5591, 5594, 5594, 5594, 5602, 5602, 5602, 5606, 5606, 5606, 5623, 5638, 5638, 5638, 5639, 5641, 5647, 5651, 5653, 5657, 5659, 5666, 5666, 5666, 5669, 5674, 5674, 5674, 5683, 5686, 5686, 5686, 5689, 5693, 5701, 5702, 5702, 5702, 5711, 5714, 5714, 5714, 5717, 5722, 5722, 5722, 5737, 5741, 5743, 5749, 5758, 5758, 5758, 5779, 5783, 5791, 5801, 5807, 5813, 5821, 5827, 5839, 5843, 5849, 5851, 5857, 5861, 5867, 5869, 5879, 5881, 5897, 5903, 5923, 5927, 5939, 5953, 5981, 5987, 6007, 6011, 6029, 6037, 6043, 6047, 6053, 6067, 6073, 6079, 6089, 6091, 6101, 6113, 6121, 6131, 6133, 6143, 6151, 6163, 6173, 6197, 6199, 6203, 6211, 6217, 6221, 6229, 6247, 6257, 6263, 6269, 6271, 6277, 6287, 6299, 6301, 6311, 6317, 6323, 6329, 6337, 6343, 6353, 6359, 6361, 6367, 6373, 6379, 6389, 6397, 6421, 6427, 6449, 6451, 6469, 6473, 6481, 6491, 6521, 6529, 6547, 6551, 6553, 6563, 6569, 6571, 6577, 6581, 6599, 6607, 6619, 6637, 6653, 6659, 6661, 6673, 6679, 6689, 6691, 6701, 6703, 6709, 6719, 6733, 6737, 6761, 6763, 6779, 6781, 6791, 6793, 6803, 6823, 6827, 6829, 6833, 6841, 6857, 6863, 6869, 6871, 6883, 6899, 6907, 6911, 6917, 6947, 6949, 6959, 6961, 6967, 6971, 6977, 6983, 6991, 6997, 7001, 7013, 7019, 7027, 7039, 7043, 7057, 7069, 7079, 7103, 7109, 7121, 7127, 7129, 7151, 7159, 7177, 7187, 7193, 7207, 7211, 7213, 7219, 7229, 7237, 7243, 7247, 7253, 7283, 7297, 7307, 7309, 7321, 7331, 7333, 7349, 7351, 7369, 7393, 7411, 7417, 7433, 7451, 7457, 7459, 7477, 7481, 7487, 7489, 7499, 7507, 7517, 7523, 7529, 7537, 7541, 7547, 7549, 7559, 7561, 7573, 7577, 7583, 7589, 7591, 7603, 7607, 7621, 7639, 7643, 7649, 7669, 7673, 7681, 7687, 7691, 7699, 7703, 7717, 7723, 7727, 7741, 7753, 7757, 7759, 7789, 7793, 7817, 7823, 7829, 7841, 7853, 7867, 7873, 7877, 7879, 7883, 7901, 7907, 7919, 7927, 7933, 7937, 7949, 7951, 7963, 7993, 8009, 8011, 8017, 8039, 8053, 8059, 8069, 8081, 8087, 8089, 8093, 8101, 8111, 8117, 8123, 8147, 8161, 8167, 8171, 8179, 8191, 8209, 8219, 8221, 8231, 8233, 8237, 8243, 8263, 8269, 8273, 8287, 8291, 8293, 8297, 8311, 8317, 8329, 8353, 8363, 8369, 8377, 8387, 8389, 8419, 8423, 8429, 8431, 8443, 8447, 8461, 8467, 8501, 8513, 8521, 8527, 8537, 8539, 8543, 8563, 8573, 8581, 8597, 8599, 8609, 8623, 8627, 8629, 8641, 8647, 8663, 8669, 8677, 8681, 8689, 8693, 8699, 8707, 8713, 8719, 8731, 8737, 8741, 8747, 8753, 8761, 8779, 8783, 8803, 8807, 8819, 8821]}
5
+ RLMATH_EOF
tasks/construct-ae-p38-factorial-factors-l6-s8/tests/check.py ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """Factor N! into N factors, each >= t (AlphaEvolve problem 38 / OEIS A034258). Exact big-integer check."""
2
+ import math
3
+
4
+ from run import Invalid, int_list
5
+
6
+
7
+ def check(inst, ans):
8
+ n, t = inst["N"], inst["t"]
9
+ f = int_list(ans.get("factors"), n, t, None, "factors")
10
+ if math.prod(f) != math.factorial(n):
11
+ raise Invalid(f"the product of the factors is not {n}!")
12
+ return None, {"min_factor": min(f)}
tasks/construct-ae-p38-factorial-factors-l6-s8/tests/instance.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"N": 8823, "t": 2881, "family": "ae_p38_factorial_factors", "subset": "construct"}
tasks/construct-ae-p38-factorial-factors-l6-s8/tests/run.py ADDED
@@ -0,0 +1,127 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """rlmath runtime grader. Copied into every task as /tests/run.py next to /tests/check.py.
2
+
3
+ Deterministic; no LLM in the reward path. Runs with python3 + numpy/scipy/sympy/networkx only.
4
+
5
+ python3 /tests/run.py /tests/instance.json /workdir/answer.json
6
+
7
+ Prints the reward in [0, 1] and writes /logs/verifier/details.json when that directory exists.
8
+
9
+ check.py must define check(inst, ans) -> (value, extra_dict) and raise Invalid for a bad answer.
10
+ construct : value is ignored; a returned check means the witness is valid -> reward 1.0
11
+ optimize : value is the raw objective; reward = 0.1 + 0.9 * progress, where
12
+ progress = clip((s - baseline) / (best_known - baseline), 0, 1) (maximize)
13
+ clip((baseline - s) / (baseline - best_known), 0, 1) (minimize)
14
+ inst must carry "direction", "baseline", "best_known".
15
+ """
16
+ import json
17
+ import math
18
+ import os
19
+ import sys
20
+
21
+ VALID_FLOOR = 0.1
22
+
23
+
24
+ class Invalid(Exception):
25
+ pass
26
+
27
+
28
+ # ------------------------------------------------------------ input helpers
29
+
30
+ def int_list(v, n=None, lo=None, hi=None, name="list"):
31
+ if not isinstance(v, list):
32
+ raise Invalid(f"{name} must be a list")
33
+ if n is not None and len(v) != n:
34
+ raise Invalid(f"{name} must have length {n}, got {len(v)}")
35
+ for x in v:
36
+ if isinstance(x, bool) or not isinstance(x, int):
37
+ raise Invalid(f"{name} must contain integers only")
38
+ if (lo is not None and x < lo) or (hi is not None and x > hi):
39
+ raise Invalid(f"{name} entry {x} out of range [{lo}, {hi}]")
40
+ return v
41
+
42
+
43
+ def as_int(x, name="value", lo=None, hi=None):
44
+ return int_list([x], 1, lo, hi, name)[0]
45
+
46
+
47
+ def num(x, name="value"):
48
+ if isinstance(x, bool) or not isinstance(x, (int, float)):
49
+ raise Invalid(f"{name} must be a number")
50
+ if not math.isfinite(x):
51
+ raise Invalid(f"{name} is not finite")
52
+ return float(x)
53
+
54
+
55
+ def float_matrix(v, rows=None, cols=None, name="matrix"):
56
+ if not isinstance(v, list) or (rows is not None and len(v) != rows):
57
+ raise Invalid(f"{name} must be a list of {rows} rows")
58
+ out = []
59
+ for r in v:
60
+ if not isinstance(r, list) or (cols is not None and len(r) != cols):
61
+ raise Invalid(f"each row of {name} must have {cols} numbers")
62
+ out.append([num(x, name) for x in r])
63
+ return out
64
+
65
+
66
+ def float_list(v, n=None, name="list"):
67
+ if not isinstance(v, list) or (n is not None and len(v) != n):
68
+ raise Invalid(f"{name} must be a list of length {n}")
69
+ return [num(x, name) for x in v]
70
+
71
+
72
+ # ------------------------------------------------------------------ reward
73
+
74
+ def optimize_reward(inst, s):
75
+ b, best = inst["baseline"], inst["best_known"]
76
+ if inst.get("progress_scale") == "log":
77
+ # for non-negative losses spanning orders of magnitude (e.g. overlap loss -> 0);
78
+ # progress is measured in log10(value + floor)
79
+ f = inst.get("log_floor", 1e-3)
80
+ b, best, s = (math.log10(max(x, 0.0) + f) for x in (b, best, s))
81
+ if inst["direction"] == "maximize":
82
+ p = (s - b) / (best - b)
83
+ else:
84
+ p = (b - s) / (b - best)
85
+ return VALID_FLOOR + (1 - VALID_FLOOR) * max(0.0, min(1.0, p))
86
+
87
+
88
+ def grade(inst, ans, check):
89
+ try:
90
+ if not isinstance(ans, dict):
91
+ raise Invalid("answer must be a JSON object")
92
+ value, extra = check(inst, ans)
93
+ if inst.get("subset") == "optimize":
94
+ s = float(value)
95
+ if not math.isfinite(s):
96
+ raise Invalid("non-finite score")
97
+ return optimize_reward(inst, s), {"valid": True, "raw_score": s, **(extra or {})}
98
+ return 1.0, {"valid": True, **(extra or {})}
99
+ except Invalid as e:
100
+ return 0.0, {"valid": False, "error": str(e)}
101
+ except Exception as e: # any malformed answer
102
+ return 0.0, {"valid": False, "error": f"{type(e).__name__}: {e}"}
103
+
104
+
105
+ def main():
106
+ here = os.path.dirname(os.path.abspath(__file__))
107
+ sys.path.insert(0, here)
108
+ # import ourselves as `run` so check.py's `from run import Invalid` is the same class
109
+ import run as R # noqa: E402
110
+ import check as family # noqa: E402
111
+
112
+ inst = json.load(open(sys.argv[1]))
113
+ try:
114
+ ans = json.load(open(sys.argv[2]))
115
+ except Exception as e:
116
+ reward, det = 0.0, {"valid": False, "error": f"unreadable answer: {e}"}
117
+ else:
118
+ reward, det = R.grade(inst, ans, family.check)
119
+ det["reward"] = reward
120
+ if os.path.isdir("/logs/verifier"):
121
+ with open("/logs/verifier/details.json", "w") as f:
122
+ json.dump(det, f)
123
+ print(reward)
124
+
125
+
126
+ if __name__ == "__main__":
127
+ main()
tasks/construct-ae-p38-factorial-factors-l6-s8/tests/test.sh ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ mkdir -p /logs/verifier
3
+ if [ ! -s /workdir/answer.json ]; then
4
+ echo '{"valid": false, "error": "no /workdir/answer.json"}' > /logs/verifier/details.json
5
+ echo 0 > /logs/verifier/reward.txt
6
+ exit 0
7
+ fi
8
+ timeout 290 python3 /tests/run.py /tests/instance.json /workdir/answer.json \
9
+ > /logs/verifier/reward.txt 2> /logs/verifier/grader.log || echo 0 > /logs/verifier/reward.txt
tasks/construct-ae-p38-factorial-factors-l6-s9/environment/Dockerfile ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ FROM python:3.11.16-slim
2
+ RUN apt-get update && apt-get install -y --no-install-recommends tmux curl git procps build-essential \
3
+ && rm -rf /var/lib/apt/lists/*
4
+ RUN pip install --no-cache-dir numpy==2.4.6 scipy==1.17.1 sympy==1.14.0 networkx==3.6.1 \
5
+ python-sat==1.9.dev15 z3-solver==5.1.0.0 PuLP==3.3.2 ortools==9.15.6755
6
+ WORKDIR /workdir
7
+ COPY instance.json /workdir/instance.json
tasks/construct-ae-p38-factorial-factors-l6-s9/environment/instance.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"N": 9545, "t": 3118, "family": "ae_p38_factorial_factors", "subset": "construct"}
tasks/construct-ae-p38-factorial-factors-l6-s9/solution/solve.sh ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ # oracle: a known valid construction (planted witness or published solution)
3
+ cat > /workdir/answer.json <<'RLMATH_EOF'
4
+ {"factors": [18708, 3118, 3118, 3118, 3118, 3118, 3119, 3119, 3119, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 3120, 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5
+ RLMATH_EOF
tasks/construct-ae-p38-factorial-factors-l6-s9/tests/check.py ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """Factor N! into N factors, each >= t (AlphaEvolve problem 38 / OEIS A034258). Exact big-integer check."""
2
+ import math
3
+
4
+ from run import Invalid, int_list
5
+
6
+
7
+ def check(inst, ans):
8
+ n, t = inst["N"], inst["t"]
9
+ f = int_list(ans.get("factors"), n, t, None, "factors")
10
+ if math.prod(f) != math.factorial(n):
11
+ raise Invalid(f"the product of the factors is not {n}!")
12
+ return None, {"min_factor": min(f)}
tasks/construct-ae-p38-factorial-factors-l6-s9/tests/instance.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"N": 9545, "t": 3118, "family": "ae_p38_factorial_factors", "subset": "construct"}
tasks/construct-ae-p38-factorial-factors-l6-s9/tests/run.py ADDED
@@ -0,0 +1,127 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """rlmath runtime grader. Copied into every task as /tests/run.py next to /tests/check.py.
2
+
3
+ Deterministic; no LLM in the reward path. Runs with python3 + numpy/scipy/sympy/networkx only.
4
+
5
+ python3 /tests/run.py /tests/instance.json /workdir/answer.json
6
+
7
+ Prints the reward in [0, 1] and writes /logs/verifier/details.json when that directory exists.
8
+
9
+ check.py must define check(inst, ans) -> (value, extra_dict) and raise Invalid for a bad answer.
10
+ construct : value is ignored; a returned check means the witness is valid -> reward 1.0
11
+ optimize : value is the raw objective; reward = 0.1 + 0.9 * progress, where
12
+ progress = clip((s - baseline) / (best_known - baseline), 0, 1) (maximize)
13
+ clip((baseline - s) / (baseline - best_known), 0, 1) (minimize)
14
+ inst must carry "direction", "baseline", "best_known".
15
+ """
16
+ import json
17
+ import math
18
+ import os
19
+ import sys
20
+
21
+ VALID_FLOOR = 0.1
22
+
23
+
24
+ class Invalid(Exception):
25
+ pass
26
+
27
+
28
+ # ------------------------------------------------------------ input helpers
29
+
30
+ def int_list(v, n=None, lo=None, hi=None, name="list"):
31
+ if not isinstance(v, list):
32
+ raise Invalid(f"{name} must be a list")
33
+ if n is not None and len(v) != n:
34
+ raise Invalid(f"{name} must have length {n}, got {len(v)}")
35
+ for x in v:
36
+ if isinstance(x, bool) or not isinstance(x, int):
37
+ raise Invalid(f"{name} must contain integers only")
38
+ if (lo is not None and x < lo) or (hi is not None and x > hi):
39
+ raise Invalid(f"{name} entry {x} out of range [{lo}, {hi}]")
40
+ return v
41
+
42
+
43
+ def as_int(x, name="value", lo=None, hi=None):
44
+ return int_list([x], 1, lo, hi, name)[0]
45
+
46
+
47
+ def num(x, name="value"):
48
+ if isinstance(x, bool) or not isinstance(x, (int, float)):
49
+ raise Invalid(f"{name} must be a number")
50
+ if not math.isfinite(x):
51
+ raise Invalid(f"{name} is not finite")
52
+ return float(x)
53
+
54
+
55
+ def float_matrix(v, rows=None, cols=None, name="matrix"):
56
+ if not isinstance(v, list) or (rows is not None and len(v) != rows):
57
+ raise Invalid(f"{name} must be a list of {rows} rows")
58
+ out = []
59
+ for r in v:
60
+ if not isinstance(r, list) or (cols is not None and len(r) != cols):
61
+ raise Invalid(f"each row of {name} must have {cols} numbers")
62
+ out.append([num(x, name) for x in r])
63
+ return out
64
+
65
+
66
+ def float_list(v, n=None, name="list"):
67
+ if not isinstance(v, list) or (n is not None and len(v) != n):
68
+ raise Invalid(f"{name} must be a list of length {n}")
69
+ return [num(x, name) for x in v]
70
+
71
+
72
+ # ------------------------------------------------------------------ reward
73
+
74
+ def optimize_reward(inst, s):
75
+ b, best = inst["baseline"], inst["best_known"]
76
+ if inst.get("progress_scale") == "log":
77
+ # for non-negative losses spanning orders of magnitude (e.g. overlap loss -> 0);
78
+ # progress is measured in log10(value + floor)
79
+ f = inst.get("log_floor", 1e-3)
80
+ b, best, s = (math.log10(max(x, 0.0) + f) for x in (b, best, s))
81
+ if inst["direction"] == "maximize":
82
+ p = (s - b) / (best - b)
83
+ else:
84
+ p = (b - s) / (b - best)
85
+ return VALID_FLOOR + (1 - VALID_FLOOR) * max(0.0, min(1.0, p))
86
+
87
+
88
+ def grade(inst, ans, check):
89
+ try:
90
+ if not isinstance(ans, dict):
91
+ raise Invalid("answer must be a JSON object")
92
+ value, extra = check(inst, ans)
93
+ if inst.get("subset") == "optimize":
94
+ s = float(value)
95
+ if not math.isfinite(s):
96
+ raise Invalid("non-finite score")
97
+ return optimize_reward(inst, s), {"valid": True, "raw_score": s, **(extra or {})}
98
+ return 1.0, {"valid": True, **(extra or {})}
99
+ except Invalid as e:
100
+ return 0.0, {"valid": False, "error": str(e)}
101
+ except Exception as e: # any malformed answer
102
+ return 0.0, {"valid": False, "error": f"{type(e).__name__}: {e}"}
103
+
104
+
105
+ def main():
106
+ here = os.path.dirname(os.path.abspath(__file__))
107
+ sys.path.insert(0, here)
108
+ # import ourselves as `run` so check.py's `from run import Invalid` is the same class
109
+ import run as R # noqa: E402
110
+ import check as family # noqa: E402
111
+
112
+ inst = json.load(open(sys.argv[1]))
113
+ try:
114
+ ans = json.load(open(sys.argv[2]))
115
+ except Exception as e:
116
+ reward, det = 0.0, {"valid": False, "error": f"unreadable answer: {e}"}
117
+ else:
118
+ reward, det = R.grade(inst, ans, family.check)
119
+ det["reward"] = reward
120
+ if os.path.isdir("/logs/verifier"):
121
+ with open("/logs/verifier/details.json", "w") as f:
122
+ json.dump(det, f)
123
+ print(reward)
124
+
125
+
126
+ if __name__ == "__main__":
127
+ main()
tasks/construct-ae-p38-factorial-factors-l6-s9/tests/test.sh ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ mkdir -p /logs/verifier
3
+ if [ ! -s /workdir/answer.json ]; then
4
+ echo '{"valid": false, "error": "no /workdir/answer.json"}' > /logs/verifier/details.json
5
+ echo 0 > /logs/verifier/reward.txt
6
+ exit 0
7
+ fi
8
+ timeout 290 python3 /tests/run.py /tests/instance.json /workdir/answer.json \
9
+ > /logs/verifier/reward.txt 2> /logs/verifier/grader.log || echo 0 > /logs/verifier/reward.txt
tasks/construct-ae-p58-happy-ending-l1-s0/environment/Dockerfile ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ FROM python:3.11.16-slim
2
+ RUN apt-get update && apt-get install -y --no-install-recommends tmux curl git procps build-essential \
3
+ && rm -rf /var/lib/apt/lists/*
4
+ RUN pip install --no-cache-dir numpy==2.4.6 scipy==1.17.1 sympy==1.14.0 networkx==3.6.1 \
5
+ python-sat==1.9.dev15 z3-solver==5.1.0.0 PuLP==3.3.2 ortools==9.15.6755
6
+ WORKDIR /workdir
7
+ COPY instance.json /workdir/instance.json
tasks/construct-ae-p58-happy-ending-l1-s0/environment/instance.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"n": 8, "k": 5, "max_abs": 1000000000000000000, "family": "ae_p58_happy_ending", "subset": "construct"}
tasks/construct-ae-p58-happy-ending-l1-s0/solution/solve.sh ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ # oracle: a known valid construction (planted witness or published solution)
3
+ cat > /workdir/answer.json <<'RLMATH_EOF'
4
+ {"points": [[0, 0], [15000, -15000000], [15001, -14999998], [15002, -14999990], [30000, -60000000], [30001, -59999990], [30002, -59999988], [45000, -135000000]]}
5
+ RLMATH_EOF
tasks/construct-ae-p58-happy-ending-l1-s0/tests/check.py ADDED
@@ -0,0 +1,69 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """Erdos-Szekeres happy ending (AlphaEvolve problem 58): n = 2^(k-2) integer points in general position with no
2
+ k points in convex position. Exact integer orientation tests; the largest convex-position subset is computed by
3
+ the O(n^4) bottom-vertex / angular-order dynamic programme.
4
+
5
+ Upstream bug: the notebook's verifier uses float orientations with a 1e-9 threshold (and numba fastmath); its
6
+ 33- and 65-point sets (claimed to have "0 convex k-gons") contain a convex 7-gon / 8-gon under exact arithmetic."""
7
+ import functools
8
+
9
+ import numpy as np
10
+
11
+ from run import Invalid, int_list
12
+
13
+
14
+ def orient_table(p):
15
+ n = len(p)
16
+ o = np.zeros((n, n, n), dtype=np.int8)
17
+ for i in range(n):
18
+ xi, yi = p[i]
19
+ for j in range(i + 1, n):
20
+ dx, dy = p[j][0] - xi, p[j][1] - yi
21
+ for k in range(j + 1, n):
22
+ c = dx * (p[k][1] - yi) - dy * (p[k][0] - xi)
23
+ if c == 0:
24
+ raise Invalid(f"points {p[i]}, {p[j]}, {p[k]} are collinear")
25
+ s = 1 if c > 0 else -1
26
+ o[i, j, k] = o[j, k, i] = o[k, i, j] = s
27
+ o[i, k, j] = o[k, j, i] = o[j, i, k] = -s
28
+ return o
29
+
30
+
31
+ def max_convex(p, o):
32
+ n = len(p)
33
+ best = min(n, 3)
34
+ order = sorted(range(n), key=lambda i: (p[i][1], p[i][0]))
35
+ for bi, b in enumerate(order):
36
+ rest = order[bi + 1:]
37
+ m = len(rest)
38
+ if m < 2:
39
+ continue
40
+ rest = sorted(rest, key=functools.cmp_to_key(lambda u, v: -int(o[b, u, v])))
41
+ r = np.array(rest)
42
+ chain = np.zeros((m, m), dtype=np.int32) # chain[i, j]: longest convex chain b .. r_i -> r_j
43
+ for j in range(1, m):
44
+ for i in range(j):
45
+ v = 3
46
+ if i > 0:
47
+ ok = (chain[:i, i] > 0) & (o[r[:i], r[i], r[j]] > 0)
48
+ if ok.any():
49
+ v = max(v, int(chain[:i, i][ok].max()) + 1)
50
+ chain[i, j] = v
51
+ close = o[r[:j], r[j], b] > 0
52
+ if close.any():
53
+ best = max(best, int(chain[:j, j][close].max()))
54
+ return best
55
+
56
+
57
+ def check(inst, ans):
58
+ n, k, lim = inst["n"], inst["k"], inst["max_abs"]
59
+ pts = ans.get("points")
60
+ if not isinstance(pts, list) or len(pts) != n:
61
+ raise Invalid(f"points must be a list of {n} [x, y] pairs")
62
+ p = [tuple(int_list(q, 2, -lim, lim, "point")) for q in pts]
63
+ if len(set(p)) != n:
64
+ raise Invalid("points must be distinct")
65
+ o = orient_table(p)
66
+ mc = max_convex(p, o)
67
+ if mc >= k:
68
+ raise Invalid(f"the set contains {mc} points in convex position (>= {k})")
69
+ return None, {"max_convex_subset": mc}
tasks/construct-ae-p58-happy-ending-l1-s0/tests/instance.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"n": 8, "k": 5, "max_abs": 1000000000000000000, "family": "ae_p58_happy_ending", "subset": "construct"}
tasks/construct-ae-p58-happy-ending-l1-s0/tests/run.py ADDED
@@ -0,0 +1,127 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """rlmath runtime grader. Copied into every task as /tests/run.py next to /tests/check.py.
2
+
3
+ Deterministic; no LLM in the reward path. Runs with python3 + numpy/scipy/sympy/networkx only.
4
+
5
+ python3 /tests/run.py /tests/instance.json /workdir/answer.json
6
+
7
+ Prints the reward in [0, 1] and writes /logs/verifier/details.json when that directory exists.
8
+
9
+ check.py must define check(inst, ans) -> (value, extra_dict) and raise Invalid for a bad answer.
10
+ construct : value is ignored; a returned check means the witness is valid -> reward 1.0
11
+ optimize : value is the raw objective; reward = 0.1 + 0.9 * progress, where
12
+ progress = clip((s - baseline) / (best_known - baseline), 0, 1) (maximize)
13
+ clip((baseline - s) / (baseline - best_known), 0, 1) (minimize)
14
+ inst must carry "direction", "baseline", "best_known".
15
+ """
16
+ import json
17
+ import math
18
+ import os
19
+ import sys
20
+
21
+ VALID_FLOOR = 0.1
22
+
23
+
24
+ class Invalid(Exception):
25
+ pass
26
+
27
+
28
+ # ------------------------------------------------------------ input helpers
29
+
30
+ def int_list(v, n=None, lo=None, hi=None, name="list"):
31
+ if not isinstance(v, list):
32
+ raise Invalid(f"{name} must be a list")
33
+ if n is not None and len(v) != n:
34
+ raise Invalid(f"{name} must have length {n}, got {len(v)}")
35
+ for x in v:
36
+ if isinstance(x, bool) or not isinstance(x, int):
37
+ raise Invalid(f"{name} must contain integers only")
38
+ if (lo is not None and x < lo) or (hi is not None and x > hi):
39
+ raise Invalid(f"{name} entry {x} out of range [{lo}, {hi}]")
40
+ return v
41
+
42
+
43
+ def as_int(x, name="value", lo=None, hi=None):
44
+ return int_list([x], 1, lo, hi, name)[0]
45
+
46
+
47
+ def num(x, name="value"):
48
+ if isinstance(x, bool) or not isinstance(x, (int, float)):
49
+ raise Invalid(f"{name} must be a number")
50
+ if not math.isfinite(x):
51
+ raise Invalid(f"{name} is not finite")
52
+ return float(x)
53
+
54
+
55
+ def float_matrix(v, rows=None, cols=None, name="matrix"):
56
+ if not isinstance(v, list) or (rows is not None and len(v) != rows):
57
+ raise Invalid(f"{name} must be a list of {rows} rows")
58
+ out = []
59
+ for r in v:
60
+ if not isinstance(r, list) or (cols is not None and len(r) != cols):
61
+ raise Invalid(f"each row of {name} must have {cols} numbers")
62
+ out.append([num(x, name) for x in r])
63
+ return out
64
+
65
+
66
+ def float_list(v, n=None, name="list"):
67
+ if not isinstance(v, list) or (n is not None and len(v) != n):
68
+ raise Invalid(f"{name} must be a list of length {n}")
69
+ return [num(x, name) for x in v]
70
+
71
+
72
+ # ------------------------------------------------------------------ reward
73
+
74
+ def optimize_reward(inst, s):
75
+ b, best = inst["baseline"], inst["best_known"]
76
+ if inst.get("progress_scale") == "log":
77
+ # for non-negative losses spanning orders of magnitude (e.g. overlap loss -> 0);
78
+ # progress is measured in log10(value + floor)
79
+ f = inst.get("log_floor", 1e-3)
80
+ b, best, s = (math.log10(max(x, 0.0) + f) for x in (b, best, s))
81
+ if inst["direction"] == "maximize":
82
+ p = (s - b) / (best - b)
83
+ else:
84
+ p = (b - s) / (b - best)
85
+ return VALID_FLOOR + (1 - VALID_FLOOR) * max(0.0, min(1.0, p))
86
+
87
+
88
+ def grade(inst, ans, check):
89
+ try:
90
+ if not isinstance(ans, dict):
91
+ raise Invalid("answer must be a JSON object")
92
+ value, extra = check(inst, ans)
93
+ if inst.get("subset") == "optimize":
94
+ s = float(value)
95
+ if not math.isfinite(s):
96
+ raise Invalid("non-finite score")
97
+ return optimize_reward(inst, s), {"valid": True, "raw_score": s, **(extra or {})}
98
+ return 1.0, {"valid": True, **(extra or {})}
99
+ except Invalid as e:
100
+ return 0.0, {"valid": False, "error": str(e)}
101
+ except Exception as e: # any malformed answer
102
+ return 0.0, {"valid": False, "error": f"{type(e).__name__}: {e}"}
103
+
104
+
105
+ def main():
106
+ here = os.path.dirname(os.path.abspath(__file__))
107
+ sys.path.insert(0, here)
108
+ # import ourselves as `run` so check.py's `from run import Invalid` is the same class
109
+ import run as R # noqa: E402
110
+ import check as family # noqa: E402
111
+
112
+ inst = json.load(open(sys.argv[1]))
113
+ try:
114
+ ans = json.load(open(sys.argv[2]))
115
+ except Exception as e:
116
+ reward, det = 0.0, {"valid": False, "error": f"unreadable answer: {e}"}
117
+ else:
118
+ reward, det = R.grade(inst, ans, family.check)
119
+ det["reward"] = reward
120
+ if os.path.isdir("/logs/verifier"):
121
+ with open("/logs/verifier/details.json", "w") as f:
122
+ json.dump(det, f)
123
+ print(reward)
124
+
125
+
126
+ if __name__ == "__main__":
127
+ main()
tasks/construct-ae-p58-happy-ending-l1-s0/tests/test.sh ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ mkdir -p /logs/verifier
3
+ if [ ! -s /workdir/answer.json ]; then
4
+ echo '{"valid": false, "error": "no /workdir/answer.json"}' > /logs/verifier/details.json
5
+ echo 0 > /logs/verifier/reward.txt
6
+ exit 0
7
+ fi
8
+ timeout 290 python3 /tests/run.py /tests/instance.json /workdir/answer.json \
9
+ > /logs/verifier/reward.txt 2> /logs/verifier/grader.log || echo 0 > /logs/verifier/reward.txt
tasks/construct-mc-all-interval-l6-s0/environment/Dockerfile ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ FROM python:3.11.16-slim
2
+ RUN apt-get update && apt-get install -y --no-install-recommends tmux curl git procps build-essential \
3
+ && rm -rf /var/lib/apt/lists/*
4
+ RUN pip install --no-cache-dir numpy==2.4.6 scipy==1.17.1 sympy==1.14.0 networkx==3.6.1 \
5
+ python-sat==1.9.dev15 z3-solver==5.1.0.0 PuLP==3.3.2 ortools==9.15.6755
6
+ WORKDIR /workdir
7
+ COPY instance.json /workdir/instance.json
tasks/construct-mc-all-interval-l6-s0/environment/instance.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"n": 72, "fixed": [], "family": "mc_all_interval", "subset": "construct"}
tasks/construct-mc-all-interval-l6-s0/solution/solve.sh ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ # oracle: a known valid construction (planted witness or published solution)
3
+ cat > /workdir/answer.json <<'RLMATH_EOF'
4
+ {"x": [0, 71, 1, 70, 2, 69, 3, 68, 4, 67, 5, 66, 6, 65, 7, 64, 8, 63, 9, 62, 10, 61, 11, 60, 12, 59, 13, 58, 14, 57, 15, 56, 16, 55, 17, 54, 18, 53, 19, 52, 20, 51, 21, 50, 22, 49, 23, 48, 24, 47, 25, 46, 26, 45, 27, 44, 28, 43, 29, 42, 30, 41, 31, 40, 32, 39, 33, 38, 34, 37, 35, 36]}
5
+ RLMATH_EOF
tasks/construct-mc-all-interval-l6-s0/tests/check.py ADDED
@@ -0,0 +1,17 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """All-interval series of size n (MathConstraint all_interval, CC-BY-4.0). Accepts any valid series."""
2
+ from run import Invalid, int_list
3
+
4
+
5
+ def check(inst, ans):
6
+ n = inst["n"]
7
+ x = int_list(ans.get("x"), n, 0, n - 1, "x")
8
+ if sorted(x) != list(range(n)):
9
+ raise Invalid("x is not a permutation of 0..n-1")
10
+ d = [abs(x[i + 1] - x[i]) for i in range(n - 1)]
11
+ if sorted(d) != list(range(1, n)):
12
+ raise Invalid("consecutive differences are not a permutation of 1..n-1")
13
+ seqs = {"x": x, "d": d}
14
+ for name, i, v in inst.get("fixed", []):
15
+ if seqs[name][i] != v:
16
+ raise Invalid(f"fixed value {name}[{i}] = {v} not respected")
17
+ return None, {}
tasks/construct-mc-all-interval-l6-s0/tests/instance.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"n": 72, "fixed": [], "family": "mc_all_interval", "subset": "construct"}
tasks/construct-mc-all-interval-l6-s0/tests/test.sh ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ mkdir -p /logs/verifier
3
+ if [ ! -s /workdir/answer.json ]; then
4
+ echo '{"valid": false, "error": "no /workdir/answer.json"}' > /logs/verifier/details.json
5
+ echo 0 > /logs/verifier/reward.txt
6
+ exit 0
7
+ fi
8
+ timeout 290 python3 /tests/run.py /tests/instance.json /workdir/answer.json \
9
+ > /logs/verifier/reward.txt 2> /logs/verifier/grader.log || echo 0 > /logs/verifier/reward.txt
tasks/construct-mc-all-interval-l6-s7/environment/Dockerfile ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ FROM python:3.11.16-slim
2
+ RUN apt-get update && apt-get install -y --no-install-recommends tmux curl git procps build-essential \
3
+ && rm -rf /var/lib/apt/lists/*
4
+ RUN pip install --no-cache-dir numpy==2.4.6 scipy==1.17.1 sympy==1.14.0 networkx==3.6.1 \
5
+ python-sat==1.9.dev15 z3-solver==5.1.0.0 PuLP==3.3.2 ortools==9.15.6755
6
+ WORKDIR /workdir
7
+ COPY instance.json /workdir/instance.json
tasks/construct-mc-all-interval-l6-s7/environment/instance.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"n": 120, "fixed": [], "family": "mc_all_interval", "subset": "construct"}
tasks/construct-mc-all-interval-l6-s7/solution/solve.sh ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ # oracle: a known valid construction (planted witness or published solution)
3
+ cat > /workdir/answer.json <<'RLMATH_EOF'
4
+ {"x": [0, 119, 1, 118, 2, 117, 3, 116, 4, 115, 5, 114, 6, 113, 7, 112, 8, 111, 9, 110, 10, 109, 11, 108, 12, 107, 13, 106, 14, 105, 15, 104, 16, 103, 17, 102, 18, 101, 19, 100, 20, 99, 21, 98, 22, 97, 23, 96, 24, 95, 25, 94, 26, 93, 27, 92, 28, 91, 29, 90, 30, 89, 31, 88, 32, 87, 33, 86, 34, 85, 35, 84, 36, 83, 37, 82, 38, 81, 39, 80, 40, 79, 41, 78, 42, 77, 43, 76, 44, 75, 45, 74, 46, 73, 47, 72, 48, 71, 49, 70, 50, 69, 51, 68, 52, 67, 53, 66, 54, 65, 55, 64, 56, 63, 57, 62, 58, 61, 59, 60]}
5
+ RLMATH_EOF
tasks/construct-mc-all-interval-l6-s7/tests/check.py ADDED
@@ -0,0 +1,17 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """All-interval series of size n (MathConstraint all_interval, CC-BY-4.0). Accepts any valid series."""
2
+ from run import Invalid, int_list
3
+
4
+
5
+ def check(inst, ans):
6
+ n = inst["n"]
7
+ x = int_list(ans.get("x"), n, 0, n - 1, "x")
8
+ if sorted(x) != list(range(n)):
9
+ raise Invalid("x is not a permutation of 0..n-1")
10
+ d = [abs(x[i + 1] - x[i]) for i in range(n - 1)]
11
+ if sorted(d) != list(range(1, n)):
12
+ raise Invalid("consecutive differences are not a permutation of 1..n-1")
13
+ seqs = {"x": x, "d": d}
14
+ for name, i, v in inst.get("fixed", []):
15
+ if seqs[name][i] != v:
16
+ raise Invalid(f"fixed value {name}[{i}] = {v} not respected")
17
+ return None, {}
tasks/construct-mc-all-interval-l6-s7/tests/instance.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"n": 120, "fixed": [], "family": "mc_all_interval", "subset": "construct"}
tasks/construct-mc-all-interval-l6-s7/tests/run.py ADDED
@@ -0,0 +1,127 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """rlmath runtime grader. Copied into every task as /tests/run.py next to /tests/check.py.
2
+
3
+ Deterministic; no LLM in the reward path. Runs with python3 + numpy/scipy/sympy/networkx only.
4
+
5
+ python3 /tests/run.py /tests/instance.json /workdir/answer.json
6
+
7
+ Prints the reward in [0, 1] and writes /logs/verifier/details.json when that directory exists.
8
+
9
+ check.py must define check(inst, ans) -> (value, extra_dict) and raise Invalid for a bad answer.
10
+ construct : value is ignored; a returned check means the witness is valid -> reward 1.0
11
+ optimize : value is the raw objective; reward = 0.1 + 0.9 * progress, where
12
+ progress = clip((s - baseline) / (best_known - baseline), 0, 1) (maximize)
13
+ clip((baseline - s) / (baseline - best_known), 0, 1) (minimize)
14
+ inst must carry "direction", "baseline", "best_known".
15
+ """
16
+ import json
17
+ import math
18
+ import os
19
+ import sys
20
+
21
+ VALID_FLOOR = 0.1
22
+
23
+
24
+ class Invalid(Exception):
25
+ pass
26
+
27
+
28
+ # ------------------------------------------------------------ input helpers
29
+
30
+ def int_list(v, n=None, lo=None, hi=None, name="list"):
31
+ if not isinstance(v, list):
32
+ raise Invalid(f"{name} must be a list")
33
+ if n is not None and len(v) != n:
34
+ raise Invalid(f"{name} must have length {n}, got {len(v)}")
35
+ for x in v:
36
+ if isinstance(x, bool) or not isinstance(x, int):
37
+ raise Invalid(f"{name} must contain integers only")
38
+ if (lo is not None and x < lo) or (hi is not None and x > hi):
39
+ raise Invalid(f"{name} entry {x} out of range [{lo}, {hi}]")
40
+ return v
41
+
42
+
43
+ def as_int(x, name="value", lo=None, hi=None):
44
+ return int_list([x], 1, lo, hi, name)[0]
45
+
46
+
47
+ def num(x, name="value"):
48
+ if isinstance(x, bool) or not isinstance(x, (int, float)):
49
+ raise Invalid(f"{name} must be a number")
50
+ if not math.isfinite(x):
51
+ raise Invalid(f"{name} is not finite")
52
+ return float(x)
53
+
54
+
55
+ def float_matrix(v, rows=None, cols=None, name="matrix"):
56
+ if not isinstance(v, list) or (rows is not None and len(v) != rows):
57
+ raise Invalid(f"{name} must be a list of {rows} rows")
58
+ out = []
59
+ for r in v:
60
+ if not isinstance(r, list) or (cols is not None and len(r) != cols):
61
+ raise Invalid(f"each row of {name} must have {cols} numbers")
62
+ out.append([num(x, name) for x in r])
63
+ return out
64
+
65
+
66
+ def float_list(v, n=None, name="list"):
67
+ if not isinstance(v, list) or (n is not None and len(v) != n):
68
+ raise Invalid(f"{name} must be a list of length {n}")
69
+ return [num(x, name) for x in v]
70
+
71
+
72
+ # ------------------------------------------------------------------ reward
73
+
74
+ def optimize_reward(inst, s):
75
+ b, best = inst["baseline"], inst["best_known"]
76
+ if inst.get("progress_scale") == "log":
77
+ # for non-negative losses spanning orders of magnitude (e.g. overlap loss -> 0);
78
+ # progress is measured in log10(value + floor)
79
+ f = inst.get("log_floor", 1e-3)
80
+ b, best, s = (math.log10(max(x, 0.0) + f) for x in (b, best, s))
81
+ if inst["direction"] == "maximize":
82
+ p = (s - b) / (best - b)
83
+ else:
84
+ p = (b - s) / (b - best)
85
+ return VALID_FLOOR + (1 - VALID_FLOOR) * max(0.0, min(1.0, p))
86
+
87
+
88
+ def grade(inst, ans, check):
89
+ try:
90
+ if not isinstance(ans, dict):
91
+ raise Invalid("answer must be a JSON object")
92
+ value, extra = check(inst, ans)
93
+ if inst.get("subset") == "optimize":
94
+ s = float(value)
95
+ if not math.isfinite(s):
96
+ raise Invalid("non-finite score")
97
+ return optimize_reward(inst, s), {"valid": True, "raw_score": s, **(extra or {})}
98
+ return 1.0, {"valid": True, **(extra or {})}
99
+ except Invalid as e:
100
+ return 0.0, {"valid": False, "error": str(e)}
101
+ except Exception as e: # any malformed answer
102
+ return 0.0, {"valid": False, "error": f"{type(e).__name__}: {e}"}
103
+
104
+
105
+ def main():
106
+ here = os.path.dirname(os.path.abspath(__file__))
107
+ sys.path.insert(0, here)
108
+ # import ourselves as `run` so check.py's `from run import Invalid` is the same class
109
+ import run as R # noqa: E402
110
+ import check as family # noqa: E402
111
+
112
+ inst = json.load(open(sys.argv[1]))
113
+ try:
114
+ ans = json.load(open(sys.argv[2]))
115
+ except Exception as e:
116
+ reward, det = 0.0, {"valid": False, "error": f"unreadable answer: {e}"}
117
+ else:
118
+ reward, det = R.grade(inst, ans, family.check)
119
+ det["reward"] = reward
120
+ if os.path.isdir("/logs/verifier"):
121
+ with open("/logs/verifier/details.json", "w") as f:
122
+ json.dump(det, f)
123
+ print(reward)
124
+
125
+
126
+ if __name__ == "__main__":
127
+ main()
tasks/construct-mc-all-interval-l6-s7/tests/test.sh ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ mkdir -p /logs/verifier
3
+ if [ ! -s /workdir/answer.json ]; then
4
+ echo '{"valid": false, "error": "no /workdir/answer.json"}' > /logs/verifier/details.json
5
+ echo 0 > /logs/verifier/reward.txt
6
+ exit 0
7
+ fi
8
+ timeout 290 python3 /tests/run.py /tests/instance.json /workdir/answer.json \
9
+ > /logs/verifier/reward.txt 2> /logs/verifier/grader.log || echo 0 > /logs/verifier/reward.txt
tasks/construct-mc-bibd-l5-s3/environment/Dockerfile ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ FROM python:3.11.16-slim
2
+ RUN apt-get update && apt-get install -y --no-install-recommends tmux curl git procps build-essential \
3
+ && rm -rf /var/lib/apt/lists/*
4
+ RUN pip install --no-cache-dir numpy==2.4.6 scipy==1.17.1 sympy==1.14.0 networkx==3.6.1 \
5
+ python-sat==1.9.dev15 z3-solver==5.1.0.0 PuLP==3.3.2 ortools==9.15.6755
6
+ WORKDIR /workdir
7
+ COPY instance.json /workdir/instance.json
tasks/construct-mc-bibd-l5-s3/environment/instance.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"v": 18, "k": 3, "lambda": 2, "b": 102, "family": "mc_bibd", "subset": "construct"}
tasks/construct-mc-bibd-l5-s3/solution/solve.sh ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ # oracle: a known valid construction (planted witness or published solution)
3
+ cat > /workdir/answer.json <<'RLMATH_EOF'
4
+ {"blocks": [[4, 15, 16], [3, 13, 14], [0, 3, 7], [4, 5, 13], [5, 10, 17], [4, 7, 10], [6, 16, 17], [3, 4, 17], [0, 4, 10], [1, 10, 16], [1, 13, 17], [2, 7, 10], [10, 12, 16], [11, 13, 15], [8, 13, 17], [1, 4, 9], [0, 4, 16], [6, 7, 11], [4, 8, 12], [5, 11, 16], [4, 8, 15], [1, 2, 11], [2, 4, 13], [2, 6, 17], [1, 2, 16], [11, 14, 17], [4, 6, 11], [1, 3, 4], [3, 6, 13], [1, 14, 15], [1, 3, 12], [1, 12, 13], [0, 12, 17], [0, 3, 17], [1, 5, 7], [1, 5, 6], [5, 12, 13], [7, 13, 15], [1, 6, 8], [7, 8, 11], [1, 7, 8], [8, 9, 12], [1, 9, 17], [0, 1, 14], [6, 9, 15], [3, 6, 7], [3, 10, 15], [3, 5, 9], [3, 9, 11], [9, 12, 15], [9, 13, 16], [0, 13, 16], [0, 10, 14], [2, 7, 12], [6, 10, 13], [10, 11, 12], [8, 10, 15], [6, 12, 15], [1, 10, 11], [6, 8, 14], [3, 8, 16], [11, 12, 16], [11, 15, 17], [2, 6, 16], [2, 3, 8], [3, 15, 16], [8, 14, 16], [7, 13, 14], [0, 11, 13], [0, 6, 12], [8, 9, 11], [0, 5, 11], [6, 10, 14], [0, 1, 15], [7, 15, 17], [7, 12, 14], [5, 14, 15], [3, 5, 10], [3, 12, 14], [5, 7, 16], [4, 7, 9], [5, 9, 14], [4, 5, 6], [9, 14, 16], [0, 7, 9], [0, 2, 15], [0, 2, 8], [2, 14, 17], [5, 8, 17], [7, 16, 17], [4, 11, 14], [0, 6, 9], [2, 4, 14], [2, 5, 12], [8, 10, 13], [2, 9, 13], [9, 10, 17], [0, 5, 8], [4, 12, 17], [2, 9, 10], [2, 5, 15], [2, 3, 11]]}
5
+ RLMATH_EOF
tasks/construct-mc-bibd-l5-s3/tests/check.py ADDED
@@ -0,0 +1,25 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """Balanced incomplete block design BIBD(v, k, lambda) (MathConstraint bibd, CC-BY-4.0).
2
+ Answer = list of b blocks; every block is a k-subset of {0..v-1}, every pair of points lies in exactly
3
+ lambda blocks (which forces every point to lie in r blocks). Repeated blocks are allowed, as upstream
4
+ (its 0/1 incidence-matrix model does not forbid equal columns)."""
5
+ import itertools
6
+
7
+ from run import Invalid, int_list
8
+
9
+
10
+ def check(inst, ans):
11
+ v, k, lam, b = inst["v"], inst["k"], inst["lambda"], inst["b"]
12
+ blocks = ans.get("blocks")
13
+ if not isinstance(blocks, list) or len(blocks) != b:
14
+ raise Invalid(f"blocks must be a list of exactly {b} blocks")
15
+ pair = {}
16
+ for B in blocks:
17
+ B = int_list(B, k, 0, v - 1, "block")
18
+ if len(set(B)) != k:
19
+ raise Invalid("a block contains a repeated point")
20
+ for p in itertools.combinations(sorted(B), 2):
21
+ pair[p] = pair.get(p, 0) + 1
22
+ for p in itertools.combinations(range(v), 2):
23
+ if pair.get(p, 0) != lam:
24
+ raise Invalid(f"points {p} lie together in {pair.get(p, 0)} blocks, need {lam}")
25
+ return None, {}
tasks/construct-mc-bibd-l5-s3/tests/instance.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"v": 18, "k": 3, "lambda": 2, "b": 102, "family": "mc_bibd", "subset": "construct"}
tasks/construct-mc-bibd-l5-s3/tests/run.py ADDED
@@ -0,0 +1,127 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """rlmath runtime grader. Copied into every task as /tests/run.py next to /tests/check.py.
2
+
3
+ Deterministic; no LLM in the reward path. Runs with python3 + numpy/scipy/sympy/networkx only.
4
+
5
+ python3 /tests/run.py /tests/instance.json /workdir/answer.json
6
+
7
+ Prints the reward in [0, 1] and writes /logs/verifier/details.json when that directory exists.
8
+
9
+ check.py must define check(inst, ans) -> (value, extra_dict) and raise Invalid for a bad answer.
10
+ construct : value is ignored; a returned check means the witness is valid -> reward 1.0
11
+ optimize : value is the raw objective; reward = 0.1 + 0.9 * progress, where
12
+ progress = clip((s - baseline) / (best_known - baseline), 0, 1) (maximize)
13
+ clip((baseline - s) / (baseline - best_known), 0, 1) (minimize)
14
+ inst must carry "direction", "baseline", "best_known".
15
+ """
16
+ import json
17
+ import math
18
+ import os
19
+ import sys
20
+
21
+ VALID_FLOOR = 0.1
22
+
23
+
24
+ class Invalid(Exception):
25
+ pass
26
+
27
+
28
+ # ------------------------------------------------------------ input helpers
29
+
30
+ def int_list(v, n=None, lo=None, hi=None, name="list"):
31
+ if not isinstance(v, list):
32
+ raise Invalid(f"{name} must be a list")
33
+ if n is not None and len(v) != n:
34
+ raise Invalid(f"{name} must have length {n}, got {len(v)}")
35
+ for x in v:
36
+ if isinstance(x, bool) or not isinstance(x, int):
37
+ raise Invalid(f"{name} must contain integers only")
38
+ if (lo is not None and x < lo) or (hi is not None and x > hi):
39
+ raise Invalid(f"{name} entry {x} out of range [{lo}, {hi}]")
40
+ return v
41
+
42
+
43
+ def as_int(x, name="value", lo=None, hi=None):
44
+ return int_list([x], 1, lo, hi, name)[0]
45
+
46
+
47
+ def num(x, name="value"):
48
+ if isinstance(x, bool) or not isinstance(x, (int, float)):
49
+ raise Invalid(f"{name} must be a number")
50
+ if not math.isfinite(x):
51
+ raise Invalid(f"{name} is not finite")
52
+ return float(x)
53
+
54
+
55
+ def float_matrix(v, rows=None, cols=None, name="matrix"):
56
+ if not isinstance(v, list) or (rows is not None and len(v) != rows):
57
+ raise Invalid(f"{name} must be a list of {rows} rows")
58
+ out = []
59
+ for r in v:
60
+ if not isinstance(r, list) or (cols is not None and len(r) != cols):
61
+ raise Invalid(f"each row of {name} must have {cols} numbers")
62
+ out.append([num(x, name) for x in r])
63
+ return out
64
+
65
+
66
+ def float_list(v, n=None, name="list"):
67
+ if not isinstance(v, list) or (n is not None and len(v) != n):
68
+ raise Invalid(f"{name} must be a list of length {n}")
69
+ return [num(x, name) for x in v]
70
+
71
+
72
+ # ------------------------------------------------------------------ reward
73
+
74
+ def optimize_reward(inst, s):
75
+ b, best = inst["baseline"], inst["best_known"]
76
+ if inst.get("progress_scale") == "log":
77
+ # for non-negative losses spanning orders of magnitude (e.g. overlap loss -> 0);
78
+ # progress is measured in log10(value + floor)
79
+ f = inst.get("log_floor", 1e-3)
80
+ b, best, s = (math.log10(max(x, 0.0) + f) for x in (b, best, s))
81
+ if inst["direction"] == "maximize":
82
+ p = (s - b) / (best - b)
83
+ else:
84
+ p = (b - s) / (b - best)
85
+ return VALID_FLOOR + (1 - VALID_FLOOR) * max(0.0, min(1.0, p))
86
+
87
+
88
+ def grade(inst, ans, check):
89
+ try:
90
+ if not isinstance(ans, dict):
91
+ raise Invalid("answer must be a JSON object")
92
+ value, extra = check(inst, ans)
93
+ if inst.get("subset") == "optimize":
94
+ s = float(value)
95
+ if not math.isfinite(s):
96
+ raise Invalid("non-finite score")
97
+ return optimize_reward(inst, s), {"valid": True, "raw_score": s, **(extra or {})}
98
+ return 1.0, {"valid": True, **(extra or {})}
99
+ except Invalid as e:
100
+ return 0.0, {"valid": False, "error": str(e)}
101
+ except Exception as e: # any malformed answer
102
+ return 0.0, {"valid": False, "error": f"{type(e).__name__}: {e}"}
103
+
104
+
105
+ def main():
106
+ here = os.path.dirname(os.path.abspath(__file__))
107
+ sys.path.insert(0, here)
108
+ # import ourselves as `run` so check.py's `from run import Invalid` is the same class
109
+ import run as R # noqa: E402
110
+ import check as family # noqa: E402
111
+
112
+ inst = json.load(open(sys.argv[1]))
113
+ try:
114
+ ans = json.load(open(sys.argv[2]))
115
+ except Exception as e:
116
+ reward, det = 0.0, {"valid": False, "error": f"unreadable answer: {e}"}
117
+ else:
118
+ reward, det = R.grade(inst, ans, family.check)
119
+ det["reward"] = reward
120
+ if os.path.isdir("/logs/verifier"):
121
+ with open("/logs/verifier/details.json", "w") as f:
122
+ json.dump(det, f)
123
+ print(reward)
124
+
125
+
126
+ if __name__ == "__main__":
127
+ main()
tasks/construct-mc-bibd-l5-s3/tests/test.sh ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ #!/bin/bash
2
+ mkdir -p /logs/verifier
3
+ if [ ! -s /workdir/answer.json ]; then
4
+ echo '{"valid": false, "error": "no /workdir/answer.json"}' > /logs/verifier/details.json
5
+ echo 0 > /logs/verifier/reward.txt
6
+ exit 0
7
+ fi
8
+ timeout 290 python3 /tests/run.py /tests/instance.json /workdir/answer.json \
9
+ > /logs/verifier/reward.txt 2> /logs/verifier/grader.log || echo 0 > /logs/verifier/reward.txt
tasks/construct-mc-bibd-l5-s4/environment/Dockerfile ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ FROM python:3.11.16-slim
2
+ RUN apt-get update && apt-get install -y --no-install-recommends tmux curl git procps build-essential \
3
+ && rm -rf /var/lib/apt/lists/*
4
+ RUN pip install --no-cache-dir numpy==2.4.6 scipy==1.17.1 sympy==1.14.0 networkx==3.6.1 \
5
+ python-sat==1.9.dev15 z3-solver==5.1.0.0 PuLP==3.3.2 ortools==9.15.6755
6
+ WORKDIR /workdir
7
+ COPY instance.json /workdir/instance.json
tasks/construct-mc-bibd-l5-s4/environment/instance.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"v": 23, "k": 11, "lambda": 5, "b": 23, "family": "mc_bibd", "subset": "construct"}