Tribewarez/synthetic-pot-o-challanges-22-22k

---
license: mit
language:
- en
tags:
- synthetic
- pot-o
- tensor-optimization
- proof-of-tensor
- tribewarez
- mml
- path-optimization
- live-beta
size_categories:
- 10K<n<100K
task_categories:
- text-generation
---

# synthetic-pot-o-challanges-22-22k

Large synthetic PoT-O (Proof of Tensor Optimizations) challenge set for **tensor shape / dtype** specs and **MML (Minimum Message Length)** path optimization. **22,222** examples aligned with generation signature **22.2222** (`param_signature` field) and MML targets sampled around **0.222222**.

## Format (JSONL)

Same schema as classic PoT-O challenge JSONL, plus optional lineage field:

- `challenge` — Classic challenge string: `tensor:shape=[M,N];dtype=...;target_mml=...;ops:...`
- `optimal_path` — Rule-based heuristic path + `score:` (lower MML = better)
- `difficulty` — Derived from `target_mml`
- `source` — `PoT-O/TribeWarez`
- `param_signature` — Constant **22.2222** for this release (dataset / “22-22k params” lineage)

```json
{"challenge": "tensor:shape=[32,64];dtype=float16;target_mml=0.2112;ops:matmul,quant8,...", "optimal_path": "matmul -> gelu -> quant:4bit -> prune:0.3 -> score:0.18", "difficulty": 6.1234, "source": "PoT-O/TribeWarez", "param_signature": 22.2222}
```

## Generation parameters

Defined in [params.json](https://github.com/TribeWarez/pot-o-ch7-cluster/blob/main/synthetic-pot-o-challanges-22-22k-params/params.json) in [pot-o-ch7-cluster](https://github.com/TribeWarez/pot-o-ch7-cluster):

| Field | Value |
|-------|--------|
| `num_records` | 22,222 |
| `seed` | 22,222 |
| `target_mml_center` | 0.222222 |
| `param_signature` | 22.2222 |

Regenerate locally:

```bash
python synthetic-pot-o-challanges-22-22k-params/generate.py
# or
python generate_synthetic_pot_o_challenges.py --num-records 22222 --output synthetic-pot-o-challanges-22-22k-params/synthetic-pot-o-challanges-22-22k.jsonl --seed 22222 --target-mml-center 0.222222 --param-signature 22.2222
```

## Hub

- **Dataset:** [Tribewarez/synthetic-pot-o-challanges-22-22k](https://huggingface.co/datasets/Tribewarez/synthetic-pot-o-challanges-22-22k)
- **Companion model (path slim LM):** [Tribewarez/pot-o-22-slim](https://huggingface.co/Tribewarez/pot-o-22-slim)

## Related

- **Spec:** [CHALLENGE_FORMAT.md](https://github.com/TribeWarez/pot-o-ch7-cluster/blob/main/CHALLENGE_FORMAT.md)
- **Smaller starter:** [synthetic-pot-o-challenges-v1](https://huggingface.co/datasets/Tribewarez/synthetic-pot-o-challenges-v1)
- **Ch7 (tensor networks / cuts):** [synthetic-pot-o-challenges-ch7-v1](https://huggingface.co/datasets/Tribewarez/synthetic-pot-o-challenges-ch7-v1)
- **Manuscript (REALMS Part IV):** [TribeWarez/realms](https://github.com/TribeWarez/realms)
- **Tribewarez:** [huggingface.co/Tribewarez](https://huggingface.co/Tribewarez)

## License

MIT — Tribewarez guild, live beta.