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Model: brianknowsai/Brian-Llama-3.2-3B Source: Original Platform
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---
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license: llama3.2
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metrics:
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- perplexity
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base_model:
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- meta-llama/Llama-3.2-3B
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pipeline_tag: text-generation
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library_name: transformers
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tags:
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- Web3
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- Domain-Specific
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- NLP
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- Intent Recognition
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- Solidity
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language:
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- en
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---
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# Model Card for Brian-3B
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<img src="brian_llama2_logo.png" alt="Brian Logo" width="600"/>
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## Model Details
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### Model Description
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The **Brian-3B** model is a domain-specific language model tailored for Web3 applications. Built upon Meta’s Llama-3.2-3B, it is optimized for tasks involving natural language understanding and intent recognition in the blockchain ecosystem.
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This includes tasks such as transaction intent parsing, Solidity code generation, and question answering on Web3-related topics.
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- **Developed by:** The Brian Team
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- **Funded by:** The Brian Team
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- **Shared by:** The Brian Team
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- **Model type:** Transformer-based autoregressive language model
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- **Language(s):** English
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- **License:** Llama 3.2 Community License
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- **Finetuned from:** meta-llama/Llama-3.2-3B
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**Please note**, this is just the first of a series of further training phases before the model can be used in production (estimated Q1 2025) to power our Intent Recognition Engine.
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The Brian team is calling on all partners interested in the space: developers, projects, and investors who might be involved in future phases of the model training.
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Join our [TG Dev chat](https://t.me/+NJjmAm2Y9p85Mzc0) if you have any questions or want to contribute to the model training.
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### Model Sources
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- **Repository:** [Hugging Face Repository](https://huggingface.co/brianknowsai/Brian-Llama-3.2-3B)
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- **Demo:** This model will be integrated soon to power https://www.brianknows.org/
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- **Paper:** Coming soon
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## Uses
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### Downstream Use
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The model is specifically designed to be fine-tuned for downstream tasks such as:
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- **Transaction intent recognition**: Parsing natural language into JSON for transaction data.
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- **Solidity code generation**: Creating smart contracts based on user prompts.
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- **Web3 question answering**: Answering protocol-specific queries or extracting blockchain-related data.
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In the coming months, our team will release these task-specific models.
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Anyone in the web3 space can fine-tune the model for other downstream tasks or improve its knowledge of specific ecosystems (e.g., Solana, Farcaster, etc.)
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### Out-of-Scope Use
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- Tasks outside the Web3 domain.
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- Generating harmful, unethical, or misleading content.
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## Bias, Risks, and Limitations
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### Recommendations
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While the model shows excellent performance in Web3-related domains, users should validate outputs for critical tasks like smart contract generation or
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transaction execution to avoid errors. Fine-tuning is recommended for domain-specific applications.
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## How to Get Started with the Model
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To load and use the Brian-3B model:
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```python
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from transformers import AutoModelForCausalLM, AutoTokenizer
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# Load the model and tokenizer
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model = AutoModelForCausalLM.from_pretrained("brianknowsai/Brian-Llama-3.2-3B")
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tokenizer = AutoTokenizer.from_pretrained("brianknowsai/Brian-Llama-3.2-3B")
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# Generate text
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device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
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model.to(device)
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input_text = "A web3 bridge is "
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# Tokenize the input text
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input_ids = tokenizer(input_text, return_tensors="pt").input_ids.to(device)
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# Generate output (this is typical for causal language models)
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with torch.no_grad():
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outputs = model.generate(input_ids, max_length=80, num_return_sequences=1)
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# Decode the generated tokens to text
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generated_text = tokenizer.decode(outputs[0], skip_special_tokens=True)
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# Print the result
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print(f"Input: {input_text}")
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print(f"Generated Brian text: {generated_text}")
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config.json
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"LlamaForCausalLM"
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}
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23
special_tokens_map.json
Normal file
23
special_tokens_map.json
Normal file
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|
||||
{
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||||
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||||
3
tokenizer.json
Normal file
3
tokenizer.json
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:6b9e4e7fb171f92fd137b777cc2714bf87d11576700a1dcd7a399e7bbe39537b
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||||
size 17209920
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2063
tokenizer_config.json
Normal file
2063
tokenizer_config.json
Normal file
File diff suppressed because it is too large
Load Diff
Reference in New Issue
Block a user