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.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+llama-3.1-8b-lexsg-q4_k_m.gguf filter=lfs diff=lfs merge=lfs -text

Modelfile

@@ -0,0 +1,34 @@
+FROM ./llama-3.1-8b-lexsg-q4_k_m.gguf
+
+# Model metadata
+TEMPLATE """{{ if .System }}<|start_header_id|>system<|end_header_id|>
+
+{{ .System }}<|eot_id|>{{ end }}{{ if .Prompt }}<|start_header_id|>user<|end_header_id|>
+
+{{ .Prompt }}<|eot_id|>{{ end }}<|start_header_id|>assistant<|end_header_id|>
+
+{{ .Response }}<|eot_id|>"""
+
+SYSTEM """You are a specialized legal assistant trained on Singapore statutes and legal documents. You have extensive knowledge of Singapore's legal framework and can help users understand legal provisions, explain sections of acts, and answer questions about Singapore law.
+
+Key capabilities:
+- Explain legal sections and provisions
+- Answer questions about Singapore statutes
+- Provide context for legal documents
+- Help interpret legal language
+- Assist with understanding regulatory requirements
+
+Please provide accurate, helpful responses based on Singapore law. If you're unsure about something, acknowledge the limitation and suggest consulting with a qualified legal professional."""
+
+# Model parameters optimized for legal text generation
+PARAMETER temperature 0.3
+PARAMETER top_p 0.9
+PARAMETER top_k 40
+PARAMETER repeat_penalty 1.1
+PARAMETER num_ctx 4096
+PARAMETER num_predict 1024
+
+# Stop tokens for Llama 3.1
+PARAMETER stop "<|start_header_id|>"
+PARAMETER stop "<|end_header_id|>"
+PARAMETER stop "<|eot_id|>"

README.md

@@ -1,3 +1,96 @@
----
-license: llama3.1
----
+# LexSG - Singapore Legal Assistant Model
+
+A specialized AI assistant trained on Singapore statutes and legal documents, built on the Llama 3.1 architecture and optimized for legal text generation.
+
+## Overview
+
+LexSG is a fine-tuned language model designed specifically to assist with Singapore legal matters. It provides accurate, contextual responses about Singapore's legal framework and helps users understand complex legal provisions.
+
+## Model Details
+
+- **Base Model**: Llama 3.1 8B Instruct
+- **Quantization**: Q4_K_M (4-bit quantized for efficient inference)
+- **Context Length**: 4,096 tokens
+- **Max Generation**: 1,024 tokens
+- **Template**: Llama 3.1 chat format with system/user/assistant roles
+
+## Key Capabilities
+
+- **Legal Section Explanation**: Interpret and explain specific sections of Singapore acts and statutes
+- **Statute Queries**: Answer questions about Singapore's legal framework
+- **Legal Context**: Provide background and context for legal documents
+- **Language Interpretation**: Help decode complex legal terminology
+- **Regulatory Guidance**: Assist with understanding compliance requirements
+
+## Model Parameters
+
+The model is configured with parameters optimized for legal text generation:
+
+- **Temperature**: 0.3 (conservative, factual responses)
+- **Top-p**: 0.9 (nucleus sampling for quality)
+- **Top-k**: 40 (controlled vocabulary selection)
+- **Repeat Penalty**: 1.1 (reduces repetition)
+
+## Usage
+
+### Prerequisites
+
+- [Ollama](https://ollama.com/) installed on your system
+- The model file `llama-3.1-8b-lexsg-q4_k_m.gguf` in the same directory
+
+### Running the Model
+
+1. Build the model from the Modelfile:
+   ```bash
+   ollama create lexsg -f Modelfile
+   ```
+
+   or even simpler just do this:
+   ```bash
+   ./setup_ollama_model.sh
+   ```
+
+2. Run the model:
+   ```bash
+   ollama run lexsg
+   ```
+
+3. Start asking questions about Singapore law:
+   ```
+   > What does Section 73 of the Companies Act cover?
+   > Explain the requirements for setting up a private limited company in Singapore
+   > What are the penalties for non-compliance with PDPA?
+   ```
+
+## Example Interactions
+
+**Query**: "What is the difference between a public and private company under Singapore law?"
+
+**Response**: The model will provide detailed explanations based on the Companies Act, highlighting key distinctions in shareholding, disclosure requirements, and regulatory obligations.
+
+## Important Disclaimers
+
+⚠️ **Legal Disclaimer**: This model is designed to provide general information about Singapore law and should not be considered as legal advice. For specific legal matters, always consult with a qualified legal professional licensed to practice in Singapore.
+
+- Responses are based on training data and may not reflect the most recent legal changes
+- Legal interpretations can be complex and context-dependent
+- This tool is meant to assist with understanding, not replace professional legal counsel
+
+## Technical Specifications
+
+- **Model Size**: ~4.8GB (quantized)
+- **Memory Requirements**: ~6GB RAM recommended
+- **Inference Speed**: Optimized for CPU inference
+- **Platform Support**: Cross-platform via Ollama
+
+## Contributing
+
+This model is part of the LexSG project focused on making Singapore legal information more accessible through AI assistance.
+
+## License
+
+Please refer to the original Llama 3.1 license terms and any additional restrictions that may apply to the fine-tuned weights.
+
+---
+
+*Built with ❤️ for the Singapore legal community*

llama-3.1-8b-lexsg-q4_k_m.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:581013a1935cc56194562e2d0aae1e6788445dfba140a81a48e131110afff71c
+size 4920738784

setup_ollama_model.sh

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+#!/bin/bash
+
+# Setup script for importing the Singapore Statutes model into Ollama
+
+MODEL_NAME="lexsg"
+MODELFILE_PATH="./Modelfile"
+
+echo "🚀 Setting up LexSG model in Ollama..."
+echo "Model name: $MODEL_NAME"
+echo "Modelfile: $MODELFILE_PATH"
+echo ""
+
+# Check if Ollama is installed
+if ! command -v ollama &> /dev/null; then
+    echo "❌ Ollama is not installed. Please install Ollama first:"
+    echo "   curl -fsSL https://ollama.ai/install.sh | sh"
+    exit 1
+fi
+
+# Check if Ollama service is running
+if ! pgrep -x "ollama" > /dev/null; then
+    echo "⚠️  Ollama service is not running. Starting Ollama..."
+    ollama serve &
+    sleep 3
+fi
+
+# Import the model
+echo "📦 Creating model from Modelfile..."
+ollama create $MODEL_NAME -f $MODELFILE_PATH
+
+if [ $? -eq 0 ]; then
+    echo ""
+    echo "✅ SUCCESS! Model '$MODEL_NAME' has been created in Ollama."
+    echo ""
+    echo "🔧 Usage examples:"
+    echo "   # Start a chat session"
+    echo "   ollama run $MODEL_NAME"
+    echo ""
+    echo "   # Ask a specific question"
+    echo "   ollama run $MODEL_NAME \"What does the Personal Data Protection Act cover?\""
+    echo ""
+    echo "   # Use via API"
+    echo "   curl http://localhost:11434/api/generate -d '{"
+    echo "     \"model\": \"$MODEL_NAME\","
+    echo "     \"prompt\": \"Explain Section 1 of the Companies Act\","
+    echo "     \"stream\": false"
+    echo "   }'"
+    echo ""
+    echo "📋 Model information:"
+    ollama show $MODEL_NAME
+else
+    echo "❌ Failed to create model. Please check the Modelfile and try again."
+    exit 1
+fi