--- license: cc-by-4.0 language: - en - code tags: - solidity - smart-contracts - blockchain - ethereum - code - continued-pretraining - quality-filtered size_categories: - 10K` (audited blue-chips) | 2,496 (11 %) | | File format | parquet (snappy) + jsonl | ## Schema Each row is one Solidity source file: | Field | Type | Description | |---|---|---| | `text` | string | Raw Solidity source code | | `source` | string | `disl` (Etherscan-verified contract) or `github/` | | `address` | string | Ethereum mainnet address (DISL only) | | `name` | string | Contract name | | `compiler` | string | Solc version e.g. `v0.8.20+commit.a1b2c3d4` (DISL only) | | `license` | string | License from Etherscan (often empty) | | `path` | string | Path inside the GitHub repo (GitHub rows only) | | `n_chars` | int | Length of `text` in characters | ## Quality filter (composite 0–115 score) Every raw row was scored independently on each signal; rows scoring **≥ 55 (top-10% threshold)** were kept. | Signal | Points | |---|---:| | Pragma 0.8.20+ (modern compiler) | +30 | | Pragma 0.8.13–19 | +20 | | Pragma 0.8.x (any) | +10 | | Has SPDX license header | +10 | | Has `@notice` / `@dev` NatSpec | +10 | | Has `@param` / `@return` NatSpec | +10 | | Comment density 5–30 % | +10 | | Uses custom errors (`error X();`) | +5 | | Uses `unchecked { ... }` blocks | +5 | | No SafeMath import (avoids old patterns) | +5 | | Size 500–8000 chars | +10 | | Source: GitHub blue-chip | +20 | **Pre-scoring filters** (applied to all sources before scoring): - Pragma must be 0.8.x (0.4–0.7 dropped — incompatible with `forge-std/Test.sol >=0.8.13`) - Not flagged as `proxy=True` in DISL (drops EIP-1167/1967 minimal proxies) - Has at least one `contract X` declaration (drops interface-only / library-only files) - 200 ≤ length ≤ 50000 chars (drops stubs and mega-flatteners) - For GitHub: vendored `lib/openzeppelin-contracts`, `lib/forge-std`, `out/`, `cache/`, `typechain-types/` stripped **Post-quality dedup**: SHA-256 of the whitespace-collapsed text. Caught 16 cross-source duplicates. ## Score distribution of the top-10% slice The 23 471 surviving rows have scores in [55, 115]. The mode falls in the 55–69 band (typical "modern, idiomatic, audited" Solidity). The long tail (90+) skews heavily toward GitHub blue-chips and DISL contracts that cite their license + use NatSpec extensively. ## Suggested use This corpus is sized for **adapter-based CPT** (LoRA / DoRA) on a 7B–30B+ code LM. Per [Biderman et al. 2024 ("LoRA Learns Less and Forgets Less")](https://arxiv.org/abs/2405.09673), useful adapter-CPT plateaus around 200M–1B tokens — this 86M corpus is on the lower end of that range and works well as a fast first-iteration validation slice. For larger adapter-CPT runs, the same pipeline produces: - **top30** tier (~70 k rows, ~229M tokens) - **top60** tier (~141 k rows, ~458M tokens) (Not yet published. Open an issue if you'd like them released.) ## Loading ### `datasets` library (recommended) ```python from datasets import load_dataset ds = load_dataset("samscrack/solidity-cpt-top10-quality", split="train") print(ds) # ~23 471 rows print(ds[0]["text"][:500]) ``` ### Direct parquet ```python import pyarrow.parquet as pq table = pq.read_table("top10.parquet") df = table.to_pandas() print(df.head()) ``` ### Streaming (for low-RAM environments) ```python ds = load_dataset( "samscrack/solidity-cpt-top10-quality", split="train", streaming=True, ) for row in ds.take(3): print(row["source"], row["name"], row["compiler"]) ``` ## Suggested CPT recipe (Qwen3.6-27B reference) This corpus was built for the [Qwopus3.6-27B-solidity-cpt-stageA](https://huggingface.co/samscrack/Qwopus3.6-27B-solidity-cpt-stageA) pipeline. The recipe used: - LoRA r=64, α=64, target modules: `q_proj` `k_proj` `v_proj` `o_proj` `gate_proj` `up_proj` `down_proj` `out_proj` - Megatron-style packing into 8192-token sequences with EOS separators - LR 5e-5 (cosine), bf16 + 4-bit base (QLoRA), 1 epoch - Tokenized with the Qwen3.6 tokenizer (vocab 152 k) A Stage-A CPT over a 1500-sequence (~12M token) subset of this corpus showed loss drop from a warmup peak of 0.67 to a stable 0.36–0.41 plateau in ~40 steps — clear evidence the data is high-signal for adapter-CPT. ## License & legal notes This dataset is released under **CC BY 4.0**, inheriting the most-restrictive upstream license (DISL is CC BY 4.0). **Per-row provenance varies**: - DISL rows: derived from Etherscan public-verified contracts. The dataset (and DISL itself) are CC BY 4.0; **the underlying contract source has whatever license the deployer chose** — often empty / "unspecified" / all-rights-reserved by default. Suitable for research and adapter-style CPT, not necessarily safe for redistribution-as-source. - GitHub blue-chip rows: each repo has its own SPDX header. Most are MIT or Apache-2.0; some Uniswap pieces are BUSL/GPL. Inspect the `path` field and the upstream repo if license matters for your use case. If you need stronger commercial-use guarantees, restrict to rows where: - `source` starts with `github/`, AND - `text` contains an explicit MIT or Apache-2.0 SPDX line near the top. ## Citation ```bibtex @misc{solidity_cpt_top10_2026, title = {Solidity CPT Top-10\% Quality-Filtered Corpus}, author = {samscrack}, year = {2026}, url = {https://huggingface.co/datasets/samscrack/solidity-cpt-top10-quality} } ``` If you use this data, please also cite the upstream sources: ```bibtex @misc{disl_2024, title = {DISL: Fueling Research with A Large Dataset of Solidity Smart Contracts}, author = {Storhaug, Andreas et al.}, year = {2024}, url = {https://arxiv.org/abs/2403.16861} } ``` ## Acknowledgements - [ASSERT-KTH](https://huggingface.co/ASSERT-KTH) for releasing DISL - The OpenZeppelin, Uniswap, Aave, Compound, Morpho, EigenLayer, Pendle, Solady, Seaport, LayerZero, ENS, Optimism, Arbitrum, and Polygon teams for keeping their protocol code public and auditable - The Foundry team for forge-std (used as the `>=0.8.13` floor for pragma filtering) ## Changelog - **2026-05-03** — initial release; 23 471 rows, ~86M tokens, top 10% by composite quality score