|
|
| --- |
| license: apache-2.0 |
| language: |
| - en |
| library_name: transformers |
| pipeline_tag: text-generation |
| base_model: TinyLlama/TinyLlama-1.1B-intermediate-step-1431k-3T |
| tags: |
| - llm |
| - chatbot |
| - text-generation |
| - causal-lm |
| - harness |
| - algosciencelab |
| - vlsi |
| - coding |
| - reasoning |
| - pytorch |
| widget: |
| - example_title: Python Example |
| messages: |
| - role: system |
| content: You are Harness, an AI assistant created by Algo Science Lab. |
| - role: user |
| content: Write a Python function that calculates the factorial of a number. |
| --- |
| |
| <div align="center"> |
|
|
| # Harness-1B |
|
|
| ### Developed by Algo Science Lab |
|
|
| **Author:** Shahrear Hossain |
|
|
| **Hugging Face:** https://huggingface.co/algoscienceacademy |
|
|
| </div> |
|
|
| --- |
|
|
| # Harness-1B |
|
|
| Harness-1B is a lightweight large language model developed by **Algo Science Lab** for instruction following, coding assistance, reasoning, mathematics, electronics, semiconductor engineering, VLSI design, and general conversational AI. |
|
|
| The model contains approximately **1 billion parameters**, making it suitable for local deployment while providing strong performance for everyday AI tasks. |
|
|
| Harness-1B has been fine-tuned to provide accurate, helpful, and concise responses across a wide variety of technical and general domains. |
|
|
| --- |
|
|
| # Features |
|
|
| - General conversation |
| - Code generation |
| - Python programming |
| - C programming |
| - C++ programming |
| - Rust programming |
| - Java programming |
| - JavaScript |
| - TypeScript |
| - Verilog HDL |
| - SystemVerilog |
| - VHDL |
| - RTL Design |
| - FPGA Development |
| - ASIC Design |
| - CMOS Digital Design |
| - Semiconductor Engineering |
| - VLSI Design |
| - Mathematics |
| - Electronics |
| - Physics |
| - Problem Solving |
| - Technical Documentation |
| - AI Research Assistance |
|
|
| --- |
|
|
| # Model Details |
|
|
| | Property | Value | |
| |----------|-------| |
| | Model Name | Harness-1B | |
| | Organization | Algo Science Lab | |
| | Hugging Face Username | algoscienceacademy | |
| | Parameters | ~1 Billion | |
| | Architecture | Llama-based | |
| | Model Type | Causal Language Model | |
| | Context Length | 2048 Tokens *(or your trained context size)* | |
| | Precision | FP16 / BF16 / GGUF | |
| | Framework | PyTorch | |
| | License | Apache-2.0 | |
|
|
| --- |
|
|
| # Intended Uses |
|
|
| Harness-1B is designed for: |
|
|
| - AI Chatbots |
| - Programming Assistant |
| - Educational Applications |
| - Research |
| - Embedded AI |
| - Local AI Deployment |
| - Engineering Assistance |
| - Electronics Design |
| - FPGA Development |
| - ASIC/VLSI Workflow |
| - RTL Development |
| - Automation |
| - Documentation |
|
|
| --- |
|
|
| # Example |
|
|
| ```python |
| from transformers import pipeline |
| |
| pipe = pipeline( |
| "text-generation", |
| model="algoscienceacademy/Harness-1B", |
| device_map="auto" |
| ) |
| |
| messages = [ |
| { |
| "role": "system", |
| "content": "You are Harness, an AI assistant created by Algo Science Lab." |
| }, |
| { |
| "role": "user", |
| "content": "Write a Python program to print Fibonacci numbers." |
| } |
| ] |
| |
| prompt = pipe.tokenizer.apply_chat_template( |
| messages, |
| tokenize=False, |
| add_generation_prompt=True |
| ) |
| |
| output = pipe( |
| prompt, |
| max_new_tokens=256, |
| temperature=0.7, |
| ) |
| |
| print(output[0]["generated_text"]) |
| ``` |
|
|
| --- |
|
|
| # GGUF Usage |
|
|
| Harness-1B is also available in GGUF format for: |
|
|
| - llama.cpp |
| - LM Studio |
| - Jan |
| - Open WebUI |
| - KoboldCpp |
| - Ollama (after conversion) |
|
|
| Example: |
|
|
| ```bash |
| ./main \ |
| -m Harness-1B-Q4_K_M.gguf \ |
| -p "Explain CMOS Inverter." |
| ``` |
|
|
| --- |
|
|
| # Training |
|
|
| Harness-1B is trained and fine-tuned using open-source datasets and instruction-following techniques. |
|
|
| Possible data sources include: |
|
|
| - SlimPajama |
| - StarCoderData |
| - UltraChat |
| - UltraFeedback |
|
|
| Additional custom datasets may have been used during supervised fine-tuning. |
|
|
| --- |
|
|
| # Capabilities |
|
|
| Harness-1B can: |
|
|
| - Answer questions |
| - Explain concepts |
| - Generate code |
| - Debug code |
| - Write documentation |
| - Solve mathematics |
| - Explain algorithms |
| - Assist with VLSI |
| - Help with FPGA design |
| - Generate Verilog |
| - Generate SystemVerilog |
| - Produce technical reports |
|
|
| --- |
|
|
| # Limitations |
|
|
| Harness-1B may: |
|
|
| - Produce incorrect information. |
| - Generate outdated knowledge. |
| - Make reasoning mistakes. |
| - Require verification for safety-critical applications. |
| - Require human review for production environments. |
|
|
| --- |
|
|
| # Hardware Requirements |
|
|
| Recommended: |
|
|
| - 8 GB RAM (Q4 GGUF) |
| - 12 GB RAM (Q6 GGUF) |
| - 16 GB RAM (FP16) |
| - CUDA GPU recommended but optional |
|
|
| --- |
|
|
| # Citation |
|
|
| ```bibtex |
| @misc{Harness1B, |
| title={Harness-1B}, |
| author={Algo Science Lab}, |
| year={2026}, |
| publisher={Hugging Face}, |
| howpublished={https://huggingface.co/algoscienceacademy/Harness-1B} |
| } |
| ``` |
|
|
| --- |
|
|
| # License |
|
|
| Apache License 2.0 |
|
|
| --- |
|
|
| # Acknowledgements |
|
|
| Harness-1B builds upon open-source language model research and would not be possible without the work of the open-source AI community, including: |
|
|
| - Meta AI (Llama Architecture) |
| - TinyLlama Project |
| - Hugging Face |
| - PyTorch |
| - Transformers |
| - llama.cpp |
|
|
| --- |
|
|
| # Contact |
|
|
| **Organization:** Algo Science Lab |
|
|
| **Hugging Face:** https://huggingface.co/algoscienceacademy |
|
|
| --- |
|
|
| Made with ❤️ by Algo Science Lab. |
