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+ ---
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+ license: llama3.1
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+ base_model: meta-llama/Llama-3.1-8B-Instruct
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+ tags:
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+ - llama
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+ - llama-3
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+ - gguf
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+ - quantized
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+ - indian-accounting
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+ - ind-as
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+ - finance
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+ - accounting
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+ - ca
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+ language:
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+ - en
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+ pipeline_tag: text-generation
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+ ---
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+
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+ # Llama-CAPRO (CA Professional) - Indian Accounting Standards Expert
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+
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+ CAPRO is a specialized AI assistant for Chartered Accountants and finance professionals, fine-tuned on Indian Accounting Standards (Ind AS).
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+
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+ ## Model Details
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+
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+ - **Base Model**: meta-llama/Llama-3.1-8B-Instruct
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+ - **Fine-tuned Adapter**: [0xadityam/llama-aica](https://huggingface.co/0xadityam/llama-aica)
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+ - **Domain**: Indian Accounting Standards (Ind AS)
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+ - **Format**: GGUF (Ollama, LM Studio, llama.cpp ready)
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+ - **Training**: LoRA fine-tuned on 269 Ind AS examples
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+
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+ ## Available Quantizations
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+
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+ | Format | Size | Use Case | RAM Required |
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+ |--------|------|----------|--------------|
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+ | F16 | ~15GB | Maximum quality | 20GB+ |
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+ | Q5_K_M | ~5.5GB | Good quality, laptops | 8-12GB |
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+ | Q4_K_M | ~4.5GB | Balanced, edge devices | 6-8GB |
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+
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+ ## Quick Start with Ollama
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+
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+ Download Q4_K_M (recommended)
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+ wget https://huggingface.co/teclabs/llama-capro/resolve/main/llama-capro-q4_k_m.gguf
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+
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+ Create model
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+ ollama create llama-capro -f Modelfile-q4-k-m
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+
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+ Run
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+ ollama run llama-capro
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+
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+
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+ ## Sample Queries
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+
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+ - "What is the objective of Ind AS 1?"
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+ - "Explain revenue recognition under Ind AS 115"
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+ - "What are disclosure requirements for financial instruments?"
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+ - "How should goodwill be accounted for under Ind AS?"
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+ - "What is the difference between Ind AS and IFRS?"
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+
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+ ## Modelfile (Ollama)
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+
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+ FROM llama-capro-q4_k_m.gguf
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+
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+ PARAMETER temperature 0.7
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+ PARAMETER top_p 0.9
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+ PARAMETER stop "<|eot_id|>"
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+ PARAMETER num_ctx 2048
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+
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+ SYSTEM "You are CAPRO (CA Professional), an expert on Indian Accounting Standards (Ind AS). Provide accurate answers about Ind AS regulations and accounting policies."
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+
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+
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+ ## Use with LM Studio
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+
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+ 1. Download LM Studio from [lmstudio.ai](https://lmstudio.ai)
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+ 2. Click "Import" → "Import GGUF"
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+ 3. Select the downloaded .gguf file
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+ 4. Start chatting
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+
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+ ## Training Details
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+
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+ - **LoRA Rank**: 64
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+ - **LoRA Alpha**: 16
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+ - **Training Epochs**: 3
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+ - **Learning Rate**: 2e-4
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+ - **Max Sequence Length**: 2048
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+ - **Training Data**: 269 examples covering Ind AS 1 and related standards
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+
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+ ## Limitations
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+
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+ - Specialized for Indian Accounting Standards
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+ - Not suitable for other accounting standards (IFRS, US GAAP)
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+ - Responses should be verified with official documents
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+ - Not for legal or investment advice
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+
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+ ## License
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+
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+ Llama 3.1 Community License
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+
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+ ## Acknowledgements
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+
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+ - Base model: [meta-llama/Llama-3.1-8B-Instruct](https://huggingface.co/meta-llama/Llama-3.1-8B-Instruct)
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+ - LoRA adapter: [0xadityam/llama-aica](https://huggingface.co/0xadityam/llama-aica)
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+ - Conversion: llama.cpp
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+
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+ ---
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+
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+ **CAPRO** - CA Professional AI Assistant
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+ Generated: 2025-11-14