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Add Ollama integration for local LLM Inference#16

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HKUDS:mainfrom
AnandMayank:ollama-integration
Open

Add Ollama integration for local LLM Inference#16
AnandMayank wants to merge 2 commits into
HKUDS:mainfrom
AnandMayank:ollama-integration

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🚀 Add Ollama Integration for Local LLM Inference

This PR introduces local Ollama support that achieves better GPT scores and GPT_std metrics in zero-shot evaluation while enabling privacy-focused, cost-free operation.

Key Improvements

🎯 Setup Advantages

  • No Account Required: Skip Hugging Face registration and token setup
  • No Authentication: Eliminate common API key configuration issues
  • Instant Access: Download, install, and run immediately
  • Offline Capable: Works without internet connection after initial model download

🐛 Issues Resolved

  • Fixes finetune command errors that users have been experiencing
  • Eliminates Hugging Face authentication and token-related issues
  • Provides stable local alternative when cloud APIs are unavailable

📈 Performance Benefits

  • Zero-Shot Excellence: Better evaluation metrics without requiring fine-tuning
  • No Training Needed: Superior results achieved immediately with local models
  • Reliable Operation: Local inference eliminates API timeout and rate limit issues

- Replace Hugging Face with local Ollama integration
- Enable privacy-focused, cost-free operation
- Maintain full compatibility with existing evaluation
- Support for local LLM models via Ollama API
- Add setup scripts, utilities, and comprehensive documentation
- Include migration guide and testing utilities
- Update .gitignore with additional patterns
- Update README.md with latest documentation
- Update evaluation/metrics.py with latest improvements
- Add explainer/utils/ollama_utils.py for Ollama integration
- Update explainer/utils/parse.py with latest changes
- Update generation scripts with Ollama support
- Add generation/utils/ directory with ollama_client.py
- Add test files: simple_test.py and test_ollama_setup.py

This commit ensures XRec-Ollama is fully synchronized with the latest XRec codebase.
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