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.gitattributes CHANGED
@@ -57,3 +57,10 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
 
 
 
 
 
 
 
 
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
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+ apienv/dedeucerl_apienv_n7_e7_b200_train.json filter=lfs diff=lfs merge=lfs -text
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+ apienv/hf_apienv_n7_e7_b200_train.jsonl filter=lfs diff=lfs merge=lfs -text
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+ exprpolicy/dedeucerl_exprpolicy_b60_train.json filter=lfs diff=lfs merge=lfs -text
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+ exprpolicy/hf_exprpolicy_b60_train.jsonl filter=lfs diff=lfs merge=lfs -text
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+ mealy/dedeucerl_mealy_n4_b100_train.json filter=lfs diff=lfs merge=lfs -text
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+ protocol/dedeucerl_protocol_n4_e5_b120_train.json filter=lfs diff=lfs merge=lfs -text
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+ protocol/hf_protocol_n4_e5_b120_train.jsonl filter=lfs diff=lfs merge=lfs -text
GENERATION.json CHANGED
@@ -1,24 +1,109 @@
1
  {
2
  "format": "DedeuceRL HF export",
3
  "note": "HF_DATA is local-only and gitignored. Upload hf_*.jsonl to Hugging Face dataset repo.",
 
4
  "splits": [
5
  {
6
  "skin": "mealy",
7
  "subset": "test",
 
 
 
 
 
 
8
  "split_path": "HF_DATA/mealy/dedeucerl_mealy_n4_b100_test.json",
9
  "hf_jsonl": "HF_DATA/mealy/hf_mealy_n4_b100_test.jsonl"
10
  },
 
 
 
 
 
 
 
 
 
 
 
 
11
  {
12
  "skin": "protocol",
13
  "subset": "test",
 
 
 
 
 
 
 
14
  "split_path": "HF_DATA/protocol/dedeucerl_protocol_n4_e5_b120_test.json",
15
  "hf_jsonl": "HF_DATA/protocol/hf_protocol_n4_e5_b120_test.jsonl"
16
  },
 
 
 
 
 
 
 
 
 
 
 
 
 
17
  {
18
  "skin": "apienv",
19
  "subset": "test",
 
 
 
 
 
 
 
20
  "split_path": "HF_DATA/apienv/dedeucerl_apienv_n7_e7_b200_test.json",
21
  "hf_jsonl": "HF_DATA/apienv/hf_apienv_n7_e7_b200_test.jsonl"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
22
  }
23
  ]
24
  }
 
1
  {
2
  "format": "DedeuceRL HF export",
3
  "note": "HF_DATA is local-only and gitignored. Upload hf_*.jsonl to Hugging Face dataset repo.",
4
+ "generated_at": "2025-01-29",
5
  "splits": [
6
  {
7
  "skin": "mealy",
8
  "subset": "test",
9
+ "seeds": "0-99",
10
+ "params": {
11
+ "n_states": 4,
12
+ "budget": 100,
13
+ "trap": false
14
+ },
15
  "split_path": "HF_DATA/mealy/dedeucerl_mealy_n4_b100_test.json",
16
  "hf_jsonl": "HF_DATA/mealy/hf_mealy_n4_b100_test.jsonl"
17
  },
18
+ {
19
+ "skin": "mealy",
20
+ "subset": "train",
21
+ "seeds": "100-10099",
22
+ "params": {
23
+ "n_states": 4,
24
+ "budget": 100,
25
+ "trap": false
26
+ },
27
+ "split_path": "HF_DATA/mealy/dedeucerl_mealy_n4_b100_train.json",
28
+ "hf_jsonl": "HF_DATA/mealy/hf_mealy_n4_b100_train.jsonl"
29
+ },
30
  {
31
  "skin": "protocol",
32
  "subset": "test",
33
+ "seeds": "0-99",
34
+ "params": {
35
+ "n_endpoints": 5,
36
+ "n_states": 4,
37
+ "budget": 120,
38
+ "trap": false
39
+ },
40
  "split_path": "HF_DATA/protocol/dedeucerl_protocol_n4_e5_b120_test.json",
41
  "hf_jsonl": "HF_DATA/protocol/hf_protocol_n4_e5_b120_test.jsonl"
42
  },
43
+ {
44
+ "skin": "protocol",
45
+ "subset": "train",
46
+ "seeds": "100-10099",
47
+ "params": {
48
+ "n_endpoints": 5,
49
+ "n_states": 4,
50
+ "budget": 120,
51
+ "trap": false
52
+ },
53
+ "split_path": "HF_DATA/protocol/dedeucerl_protocol_n4_e5_b120_train.json",
54
+ "hf_jsonl": "HF_DATA/protocol/hf_protocol_n4_e5_b120_train.jsonl"
55
+ },
56
  {
57
  "skin": "apienv",
58
  "subset": "test",
59
+ "seeds": "0-99",
60
+ "params": {
61
+ "n_endpoints": 7,
62
+ "n_states": 7,
63
+ "budget": 200,
64
+ "trap": false
65
+ },
66
  "split_path": "HF_DATA/apienv/dedeucerl_apienv_n7_e7_b200_test.json",
67
  "hf_jsonl": "HF_DATA/apienv/hf_apienv_n7_e7_b200_test.jsonl"
68
+ },
69
+ {
70
+ "skin": "apienv",
71
+ "subset": "train",
72
+ "seeds": "100-10099",
73
+ "params": {
74
+ "n_endpoints": 7,
75
+ "n_states": 7,
76
+ "budget": 200,
77
+ "trap": false
78
+ },
79
+ "split_path": "HF_DATA/apienv/dedeucerl_apienv_n7_e7_b200_train.json",
80
+ "hf_jsonl": "HF_DATA/apienv/hf_apienv_n7_e7_b200_train.jsonl"
81
+ },
82
+ {
83
+ "skin": "exprpolicy",
84
+ "subset": "test",
85
+ "seeds": "0-99",
86
+ "params": {
87
+ "budget": 60,
88
+ "n_public": 8,
89
+ "n_hidden": 80,
90
+ "trap": false
91
+ },
92
+ "split_path": "HF_DATA/exprpolicy/dedeucerl_exprpolicy_b60_test.json",
93
+ "hf_jsonl": "HF_DATA/exprpolicy/hf_exprpolicy_b60_test.jsonl"
94
+ },
95
+ {
96
+ "skin": "exprpolicy",
97
+ "subset": "train",
98
+ "seeds": "100-10099",
99
+ "params": {
100
+ "budget": 60,
101
+ "n_public": 8,
102
+ "n_hidden": 80,
103
+ "trap": false
104
+ },
105
+ "split_path": "HF_DATA/exprpolicy/dedeucerl_exprpolicy_b60_train.json",
106
+ "hf_jsonl": "HF_DATA/exprpolicy/hf_exprpolicy_b60_train.jsonl"
107
  }
108
  ]
109
  }
README.md CHANGED
@@ -7,67 +7,112 @@ tags:
7
  - tool-calling
8
  - synthetic
9
  - verifiers
 
 
10
  configs:
11
  - config_name: mealy_n4_b100
12
  data_files:
13
  - split: test
14
  path: "mealy/hf_mealy_n4_b100_test.jsonl"
 
 
15
  - config_name: protocol_n4_e5_b120
16
  data_files:
17
  - split: test
18
  path: "protocol/hf_protocol_n4_e5_b120_test.jsonl"
 
 
19
  - config_name: apienv_n7_e7_b200
20
  data_files:
21
  - split: test
22
  path: "apienv/hf_apienv_n7_e7_b200_test.jsonl"
 
 
 
 
 
 
 
 
23
  ---
24
 
25
  # DedeuceRL Splits
26
 
27
- This dataset provides public, reproducible task splits for the DedeuceRL benchmark.
28
 
29
- - Source code: https://github.com/AashVed/DedeuceRL
30
  - License: MIT
31
 
32
- The splits are intended for both model evaluation and RL training (the environment consumes the `answer` field to configure the hidden system; agents should only see the `prompt`).
 
 
 
 
 
 
 
33
 
34
- ## Contents
35
 
36
- Each environment provides two file formats:
 
 
 
 
 
37
 
38
- - `dedeucerl_*.json`: Runner-friendly DedeuceRL split format.
39
- - Use directly with `dedeucerl-eval --split ...`.
40
- - `hf_*.jsonl`: Hugging Face friendly JSONL.
41
- - One episode per line with keys: `skin`, `subset`, `seed`, `prompt`, `answer`.
42
- - Compatible with `datasets.load_dataset()` and the HF dataset viewer.
43
 
44
- ## Load with Hugging Face Datasets
 
 
45
 
46
  ```python
47
  from datasets import load_dataset
48
 
49
- ds = load_dataset("comfortably-dumb/DedeuceRL", "mealy_n4_b100", split="test")
50
- print(ds[0].keys())
51
- ```
52
 
53
- ## Run with DedeuceRL
 
 
54
 
55
- Download any `dedeucerl_*.json` file and run:
56
 
57
  ```bash
58
  dedeucerl-eval \
59
  --skin mealy \
60
  --split mealy/dedeucerl_mealy_n4_b100_test.json \
61
- --model heuristic:none \
62
  --out results.jsonl
63
  ```
64
 
65
- ## Re-generate
66
-
67
- These files were generated with `dedeucerl-generate` using:
68
-
69
- - Mealy: `n_states=4`, `budget=100`, `trap=false`, seeds `0..99`
70
- - Protocol: `n_endpoints=5`, `n_states=4`, `budget=120`, `trap=false`, seeds `0..99`
71
- - APIEnv: `n_endpoints=7`, `n_states=7`, `budget=200`, `trap=false`, seeds `0..99`
72
-
73
- See `GENERATION.json` for a machine-readable summary.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7
  - tool-calling
8
  - synthetic
9
  - verifiers
10
+ - agents
11
+ - benchmark
12
  configs:
13
  - config_name: mealy_n4_b100
14
  data_files:
15
  - split: test
16
  path: "mealy/hf_mealy_n4_b100_test.jsonl"
17
+ - split: train
18
+ path: "mealy/hf_mealy_n4_b100_train.jsonl"
19
  - config_name: protocol_n4_e5_b120
20
  data_files:
21
  - split: test
22
  path: "protocol/hf_protocol_n4_e5_b120_test.jsonl"
23
+ - split: train
24
+ path: "protocol/hf_protocol_n4_e5_b120_train.jsonl"
25
  - config_name: apienv_n7_e7_b200
26
  data_files:
27
  - split: test
28
  path: "apienv/hf_apienv_n7_e7_b200_test.jsonl"
29
+ - split: train
30
+ path: "apienv/hf_apienv_n7_e7_b200_train.jsonl"
31
+ - config_name: exprpolicy_b60
32
+ data_files:
33
+ - split: test
34
+ path: "exprpolicy/hf_exprpolicy_b60_test.jsonl"
35
+ - split: train
36
+ path: "exprpolicy/hf_exprpolicy_b60_train.jsonl"
37
  ---
38
 
39
  # DedeuceRL Splits
40
 
41
+ Task splits for the DedeuceRL benchmark a modular framework for active system identification and code debugging tasks.
42
 
43
+ - Source: https://github.com/AashVed/DedeuceRL
44
  - License: MIT
45
 
46
+ ## Skins
47
+
48
+ | Skin | Task | Description |
49
+ |------|------|-------------|
50
+ | **Mealy** | System Identification | Identify hidden Mealy machine (finite-state transducer) |
51
+ | **Protocol** | API Reverse Engineering | Discover state-dependent REST API behavior |
52
+ | **APIEnv** | SaaS API Identification | Realistic stateful SaaS API with variants |
53
+ | **ExprPolicy** | Code Debugging | Fix buggy typed policy DSL expression |
54
 
55
+ ## Splits Summary
56
 
57
+ | Skin | Config | Test | Train |
58
+ |------|--------|------|-------|
59
+ | Mealy | n_states=4, budget=100 | 100 (0-99) | 10,000 (100-10099) |
60
+ | Protocol | n_endpoints=5, n_states=4, budget=120 | 100 (0-99) | 10,000 (100-10099) |
61
+ | APIEnv | n_endpoints=7, n_states=7, budget=200 | 100 (0-99) | 10,000 (100-10099) |
62
+ | ExprPolicy | budget=60, n_public=8, n_hidden=80 | 100 (0-99) | 10,000 (100-10099) |
63
 
64
+ All splits generated with `trap=False`.
 
 
 
 
65
 
66
+ ## Usage
67
+
68
+ ### Load with HuggingFace Datasets
69
 
70
  ```python
71
  from datasets import load_dataset
72
 
73
+ # Load Mealy training set
74
+ ds = load_dataset("comfortably-dumb/DedeuceRL", "mealy_n4_b100", split="train")
 
75
 
76
+ # Load ExprPolicy test set
77
+ ds_test = load_dataset("comfortably-dumb/DedeuceRL", "exprpolicy_b60", split="test")
78
+ ```
79
 
80
+ ### Run with DedeuceRL CLI
81
 
82
  ```bash
83
  dedeucerl-eval \
84
  --skin mealy \
85
  --split mealy/dedeucerl_mealy_n4_b100_test.json \
86
+ --model openai:gpt-4o \
87
  --out results.jsonl
88
  ```
89
 
90
+ ## Schema
91
+
92
+ Each episode contains:
93
+ - `skin`: Environment type
94
+ - `subset`: Split name (`train`, `test`)
95
+ - `seed`: Reproducibility seed
96
+ - `prompt`: System + user messages for the agent
97
+ - `answer`: JSON-encoded ground truth
98
+
99
+ ## Generation Parameters
100
+
101
+ | Skin | Parameters |
102
+ |------|------------|
103
+ | Mealy | `n_states=4`, `budget=100`, `trap=false` |
104
+ | Protocol | `n_endpoints=5`, `n_states=4`, `budget=120`, `trap=false` |
105
+ | APIEnv | `n_endpoints=7`, `n_states=7`, `budget=200`, `trap=false` |
106
+ | ExprPolicy | `budget=60`, `n_public=8`, `n_hidden=80`, `trap=false` |
107
+
108
+ ## Citation
109
+
110
+ ```bibtex
111
+ @software{dedeucerl2025,
112
+ title = {DedeuceRL: A Modular Framework for Active System Identification Benchmarks},
113
+ author = {Vedansh},
114
+ year = {2025},
115
+ url = {https://github.com/AashVed/DedeuceRL},
116
+ doi = {10.5281/zenodo.18280315}
117
+ }
118
+ ```
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