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### What problem does this PR solve? This PR adds [Avian](https://avian.io) as a new LLM provider to RAGFlow. Avian provides an OpenAI-compatible API with competitive pricing, offering access to models like DeepSeek V3.2, Kimi K2.5, GLM-5, and MiniMax M2.5. **Provider details:** - API Base URL: `https://api.avian.io/v1` - Auth: Bearer token via API key - OpenAI-compatible (chat completions, streaming, function calling) - Models: - `deepseek/deepseek-v3.2` — 164K context, $0.26/$0.38 per 1M tokens - `moonshotai/kimi-k2.5` — 131K context, $0.45/$2.20 per 1M tokens - `z-ai/glm-5` — 131K context, $0.30/$2.55 per 1M tokens - `minimax/minimax-m2.5` — 1M context, $0.30/$1.10 per 1M tokens **Changes:** - `rag/llm/chat_model.py` — Add `AvianChat` class extending `Base` - `rag/llm/__init__.py` — Register in `SupportedLiteLLMProvider`, `FACTORY_DEFAULT_BASE_URL`, `LITELLM_PROVIDER_PREFIX` - `conf/llm_factories.json` — Add Avian factory with model definitions - `web/src/constants/llm.ts` — Add to `LLMFactory` enum, `IconMap`, `APIMapUrl` - `web/src/components/svg-icon.tsx` — Register SVG icon - `web/src/assets/svg/llm/avian.svg` — Provider icon - `docs/references/supported_models.mdx` — Add to supported models table This follows the same pattern as other OpenAI-compatible providers (e.g., n1n #12680, TokenPony). cc @KevinHuSh @JinHai-CN ### Type of change - [x] New Feature (non-breaking change which adds functionality) - [x] Documentation Update