---
license: llama3.1
base_model: meta-llama/Llama-3.1-8B-Instruct
tags:
  - llama
  - llama-3
  - gguf
  - quantized
  - indian-accounting
  - ind-as
  - finance
  - accounting
  - ca
language:
  - en
pipeline_tag: text-generation
---

# 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](https://huggingface.co/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](https://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](https://huggingface.co/meta-llama/Llama-3.1-8B-Instruct)
- LoRA adapter: [0xadityam/llama-aica](https://huggingface.co/0xadityam/llama-aica)
- Conversion: llama.cpp

---

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