Llama-CAPRO (CA Professional) - Indian Accounting Standards Expert

CAPRO is a specialized AI assistant for Chartered Accountants and finance professionals, fine-tuned on Indian Accounting Standards (Ind AS).

Model Details

• Base Model: meta-llama/Llama-3.1-8B-Instruct
• Fine-tuned Adapter: 0xadityam/llama-aica
• Domain: Indian Accounting Standards (Ind AS)
• Format: GGUF (Ollama, LM Studio, llama.cpp ready)
• Training: LoRA fine-tuned on 269 Ind AS examples

Available Quantizations

Format	Size	Use Case	RAM Required
F16	~15GB	Maximum quality	20GB+
Q5_K_M	~5.5GB	Good quality, laptops	8-12GB
Q4_K_M	~4.5GB	Balanced, edge devices	6-8GB

Quick Start with Ollama

Download Q4_K_M (recommended) wget https://huggingface.co/teclabs/llama-capro/resolve/main/llama-capro-q4_k_m.gguf

Create model ollama create llama-capro -f Modelfile-q4-k-m

Run ollama run llama-capro

Sample Queries

• "What is the objective of Ind AS 1?"
• "Explain revenue recognition under Ind AS 115"
• "What are disclosure requirements for financial instruments?"
• "How should goodwill be accounted for under Ind AS?"
• "What is the difference between Ind AS and IFRS?"

Modelfile (Ollama)

FROM llama-capro-q4_k_m.gguf

PARAMETER temperature 0.7 PARAMETER top_p 0.9 PARAMETER stop "<|eot_id|>" PARAMETER num_ctx 2048

SYSTEM "You are CAPRO (CA Professional), an expert on Indian Accounting Standards (Ind AS). Provide accurate answers about Ind AS regulations and accounting policies."

Use with LM Studio

1. Download LM Studio from lmstudio.ai
2. Click "Import" → "Import GGUF"
3. Select the downloaded .gguf file
4. Start chatting

Training Details

• LoRA Rank: 64
• LoRA Alpha: 16
• Training Epochs: 3
• Learning Rate: 2e-4
• Max Sequence Length: 2048
• Training Data: 269 examples covering Ind AS 1 and related standards

Limitations

• Specialized for Indian Accounting Standards
• Not suitable for other accounting standards (IFRS, US GAAP)
• Responses should be verified with official documents
• Not for legal or investment advice

License

Llama 3.1 Community License

Acknowledgements

• Base model: meta-llama/Llama-3.1-8B-Instruct
• LoRA adapter: 0xadityam/llama-aica
• Conversion: llama.cpp

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CAPRO - CA Professional AI Assistant
Generated: 2025-11-14