| # Ginie — Smart Contract LLM |
|
|
| [](https://ginie.xyz) |
| [](https://npmjs.com/package/ginie-sdk) |
| [](https://opensource.org/licenses/MIT) |
| [](https://huggingface.co/spaces/GinieAI/Ginie-Demo) |
|
|
| Generate, compile, and deploy smart contracts from plain English. Built for Solidity, Daml (Canton Network), and Rust (Vara Network). |
|
|
| ----- |
|
|
| ## Quickstart |
|
|
| ```python |
| from transformers import AutoModelForCausalLM, AutoTokenizer |
| import torch |
| |
| tokenizer = AutoTokenizer.from_pretrained("GinieAI/Solidity-LLM") |
| model = AutoModelForCausalLM.from_pretrained( |
| "GinieAI/Solidity-LLM", |
| torch_dtype=torch.bfloat16, |
| device_map="auto" |
| ) |
| |
| prompt = """### Instruction: |
| Write a Solidity ERC20 token with minting, burning, and owner controls. |
| |
| ### Response: |
| """ |
| |
| inputs = tokenizer(prompt, return_tensors="pt").to(model.device) |
| outputs = model.generate( |
| **inputs, |
| max_new_tokens=800, |
| temperature=0.7, |
| do_sample=True, |
| pad_token_id=tokenizer.eos_token_id |
| ) |
| |
| print(tokenizer.decode(outputs[0], skip_special_tokens=True)) |
| ``` |
|
|
| **npm SDK** |
|
|
| ```bash |
| npm install ginie-sdk |
| ``` |
|
|
| ```javascript |
| import { Ginie } from 'ginie-sdk' |
| |
| const ginie = new Ginie({ apiKey: 'your-key' }) |
| |
| const contract = await ginie.generate({ |
| prompt: 'ERC20 token with vesting schedule', |
| chain: 'ethereum', |
| audit: true |
| }) |
| ``` |
|
|
| ----- |
|
|
| ## Model |
|
|
| |Property |Value | |
| |--------------|----------------------| |
| |Parameters |2B | |
| |Architecture |32 Transformer blocks | |
| |Context length|2048 tokens | |
| |Precision |bfloat16 | |
| |Tokenizer |GPT-2 | |
| |Base model |Chain-GPT/Solidity-LLM| |
| |License |MIT | |
|
|
| ----- |
|
|
| ## Performance |
|
|
| |Metric |Ginie v1|GPT-4o mini|DeepSeek-Coder-7B| |
| |-----------------------|--------|-----------|-----------------| |
| |Compilation rate |**83%** |78% |75% | |
| |OpenZeppelin compliance|**65%** |61% |58% | |
| |Gas efficiency |**72%** |65% |63% | |
| |Security score |**58%** |54% |51% | |
|
|
| Evaluated on 100 prompts. Security via Slither static analysis. |
|
|
| ----- |
|
|
| ## Chains |
|
|
| |Chain |Language|Status| |
| |---------------------------------|--------|------| |
| |Ethereum, Avalanche, Camp Network|Solidity|Live | |
| |Canton Network |Daml |v3 | |
| |Vara Network |Rust |v3 | |
|
|
| ----- |
|
|
| ## Roadmap |
|
|
| |Version|Ships | |
| |-------|---------------------------------------| |
| |v1.0 |Solidity — 2B params | |
| |v2.0 |DISL + Zellic corpus — 7,800+ examples | |
| |v3.0 |Daml + Rust support | |
| |v4.0 |Weekly retraining flywheel on user data| |
|
|
| ----- |
|
|
| ## Attribution |
|
|
| Fine-tuned from [Chain-GPT/Solidity-LLM](https://huggingface.co/Chain-GPT/Solidity-LLM), itself based on [Salesforce/codegen-2B-multi](https://huggingface.co/Salesforce/codegen-2B-multi). MIT License. |
|
|
| ----- |
|
|
| [ginie.xyz](https://ginie.xyz) · Canton Network processes $6T in tokenised assets backed by Goldman Sachs, JPMorgan, and DTCC. |
|
|
| > Generated contracts require expert review before production deployment. |
